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margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; border:none; mso-border-top-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.sti, li.sti, div.sti {mso-style-name:sti; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.enac, li.enac, div.enac {mso-style-name:enac; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; 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mso-pagination:widow-orphan; background:black; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.local-color, li.local-color, div.local-color {mso-style-name:local-color; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; background:#8972D5; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.local-color-text, li.local-color-text, div.local-color-text {mso-style-name:local-color-text; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} 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mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; background:#431F7F; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.heading, li.heading, div.heading {mso-style-name:heading; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:13.5pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:10.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; font-weight:bold;} p.clear, li.clear, div.clear {mso-style-name:clear; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.nospacing, li.nospacing, div.nospacing {mso-style-name:nospacing; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.button, li.button, div.button {mso-style-name:button; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:15.0pt; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.dieticon, li.dieticon, div.dieticon {mso-style-name:diet_icon; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:1.5pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.littleicon, li.littleicon, div.littleicon {mso-style-name:little_icon; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:1.5pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.largeicon, li.largeicon, div.largeicon {mso-style-name:large_icon; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.icon, li.icon, div.icon {mso-style-name:icon; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.label, li.label, div.label {mso-style-name:label; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:8.5pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; font-style:italic;} p.portal, li.portal, div.portal {mso-style-name:portal; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; background:#999C98; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; 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margin-left:2.25pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.bachlor-text, li.bachlor-text, div.bachlor-text {mso-style-name:bachlor-text; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:13.5pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; text-align:center; mso-pagination:widow-orphan; font-size:8.5pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.legende, li.legende, div.legende {mso-style-name:legende; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; font-weight:bold; font-style:italic;} p.imglegende, li.imglegende, div.imglegende {mso-style-name:img_legende; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.copyright, li.copyright, div.copyright {mso-style-name:copyright; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.table, li.table, div.table {mso-style-name:table; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.table2, li.table2, div.table2 {mso-style-name:table2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.group, li.group, div.group {mso-style-name:group; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.group-2-cols, li.group-2-cols, div.group-2-cols {mso-style-name:group-2-cols; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.last, li.last, div.last {mso-style-name:last; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.menu, li.menu, div.menu {mso-style-name:menu; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.hitarea, li.hitarea, div.hitarea {mso-style-name:hitarea; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.close, li.close, div.close {mso-style-name:close; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.modal-content, li.modal-content, div.modal-content {mso-style-name:modal-content; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.default, li.default, div.default {mso-style-name:default; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.read-more, li.read-more, div.read-more {mso-style-name:read-more; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-img, li.news-img, div.news-img {mso-style-name:news-img; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.date, li.date, div.date {mso-style-name:date; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.highlight, li.highlight, div.highlight {mso-style-name:highlight; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.current, li.current, div.current {mso-style-name:current; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.imgfile, li.imgfile, div.imgfile {mso-style-name:img_file; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.infosciencedata, li.infosciencedata, div.infosciencedata {mso-style-name:infoscience_data; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.name, li.name, div.name {mso-style-name:name; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.role, li.role, div.role {mso-style-name:role; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.place, li.place, div.place {mso-style-name:place; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.phone, li.phone, div.phone {mso-style-name:phone; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.photobox, li.photobox, div.photobox {mso-style-name:photo_box; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.time, li.time, div.time {mso-style-name:time; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.day, li.day, div.day {mso-style-name:day; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.taken, li.taken, div.taken {mso-style-name:taken; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.underline, li.underline, div.underline {mso-style-name:underline; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.large, li.large, div.large {mso-style-name:large; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.line-up, li.line-up, div.line-up {mso-style-name:line-up; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.line-down, li.line-down, div.line-down {mso-style-name:line-down; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.first-line, li.first-line, div.first-line {mso-style-name:first-line; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.line, li.line, div.line {mso-style-name:line; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.langue, li.langue, div.langue {mso-style-name:langue; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.cours-title, li.cours-title, div.cours-title {mso-style-name:cours-title; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.cours-name, li.cours-name, div.cours-name {mso-style-name:cours-name; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.cours-master, li.cours-master, div.cours-master {mso-style-name:cours-master; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.cours-code, li.cours-code, div.cours-code {mso-style-name:cours-code; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.cours, li.cours, div.cours {mso-style-name:cours; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.section, li.section, div.section {mso-style-name:section; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.section-name, li.section-name, div.section-name {mso-style-name:section-name; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.enseignement, li.enseignement, div.enseignement {mso-style-name:enseignement; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.enseignement-master, li.enseignement-master, div.enseignement-master {mso-style-name:enseignement-master; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.specialisation, li.specialisation, div.specialisation {mso-style-name:specialisation; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.enseignement-name, li.enseignement-name, div.enseignement-name {mso-style-name:enseignement-name; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New 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margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.examen-master, li.examen-master, div.examen-master {mso-style-name:examen-master; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.credit, li.credit, div.credit {mso-style-name:credit; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.master, li.master, div.master 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margin-left:0cm; mso-pagination:widow-orphan; font-size:8.5pt; font-family:"Georgia","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; mso-bidi-font-family:"Times New Roman"; letter-spacing:.75pt; font-style:italic;} p.group1, li.group1, div.group1 {mso-style-name:group1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.group-2-cols1, li.group-2-cols1, div.group-2-cols1 {mso-style-name:group-2-cols1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.last1, li.last1, div.last1 {mso-style-name:last1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.large1, li.large1, div.large1 {mso-style-name:large1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.last2, li.last2, div.last2 {mso-style-name:last2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New 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mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:13.5pt; mso-pagination:widow-orphan; background:white; border:none; mso-border-alt:solid #B8B8B8 .75pt; padding:0cm; mso-padding-alt:5.0pt 0cm 2.0pt 0cm; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.hitarea1, li.hitarea1, div.hitarea1 {mso-style-name:hitarea1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.close1, li.close1, div.close1 {mso-style-name:close1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.modal-content1, li.modal-content1, div.modal-content1 {mso-style-name:modal-content1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.navigation-bar1, li.navigation-bar1, div.navigation-bar1 {mso-style-name:navigation-bar1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:15.0pt; margin-right:0cm; margin-bottom:0cm; margin-left:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:10.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white; font-weight:bold;} p.right1, li.right1, div.right1 {mso-style-name:right1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:6.75pt; margin-left:18.75pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.default1, li.default1, div.default1 {mso-style-name:default1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; font-weight:bold;} p.group2, li.group2, div.group2 {mso-style-name:group2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:18.0pt; margin-bottom:0cm; margin-left:6.0pt; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.dropdown1, li.dropdown1, div.dropdown1 {mso-style-name:dropdown1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; border:none; mso-border-alt:solid #B8B8B8 .75pt; padding:0cm; mso-padding-alt:2.0pt 14.0pt 0cm 6.0pt; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.dropdown2, li.dropdown2, div.dropdown2 {mso-style-name:dropdown2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:0cm; margin-left:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; border:none; mso-border-alt:solid black .75pt; mso-border-bottom-alt:solid white .75pt; padding:0cm; mso-padding-alt:2.0pt 14.0pt 0cm 6.0pt; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.menu2, li.menu2, div.menu2 {mso-style-name:menu2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:13.5pt; mso-pagination:widow-orphan; background:white; border:none; mso-border-left-alt:solid black .75pt; mso-border-bottom-alt:solid black .75pt; mso-border-right-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 3.0pt 0cm; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.content1, li.content1, div.content1 {mso-style-name:content1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:15.0pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.content2, li.content2, div.content2 {mso-style-name:content2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:15.0pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.box1, li.box1, div.box1 {mso-style-name:box1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:30.0pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.home-navpanel1, li.home-navpanel1, div.home-navpanel1 {mso-style-name:home-navpanel1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:33.0pt; margin-left:0cm; line-height:13.5pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white;} p.last-col1, li.last-col1, div.last-col1 {mso-style-name:last-col1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.button1, li.button1, div.button1 {mso-style-name:button1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:3.0pt; margin-right:15.0pt; margin-bottom:1.5pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.unit-col1, li.unit-col1, div.unit-col1 {mso-style-name:unit-col1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:3.0pt; margin-bottom:0cm; margin-left:0cm; margin-bottom:.0001pt; line-height:10.5pt; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white;} p.read-more1, li.read-more1, div.read-more1 {mso-style-name:read-more1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:0cm; margin-bottom:0cm; margin-left:3.0pt; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.heading1, li.heading1, div.heading1 {mso-style-name:heading1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:black;} p.news-video-overlay1, li.news-video-overlay1, div.news-video-overlay1 {mso-style-name:news-video-overlay1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-img1, li.news-img1, div.news-img1 {mso-style-name:news-img1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text1, li.news-text1, div.news-text1 {mso-style-name:news-text1; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; border:none; mso-border-bottom-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text2, li.news-text2, div.news-text2 {mso-style-name:news-text2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; border:none; mso-border-bottom-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:9.0pt; 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margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:8.5pt; font-family:"Georgia","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; mso-bidi-font-family:"Times New Roman"; letter-spacing:.75pt; font-style:italic;} p.label4, li.label4, div.label4 {mso-style-name:label4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:2.25pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:8.5pt; font-family:"Georgia","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; mso-bidi-font-family:"Times New Roman"; letter-spacing:.75pt; font-style:italic;} p.group3, li.group3, div.group3 {mso-style-name:group3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New 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margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.last4, li.last4, div.last4 {mso-style-name:last4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:black; font-weight:bold;} p.current3, li.current3, div.current3 {mso-style-name:current3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:black; font-weight:bold;} p.icon2, li.icon2, div.icon2 {mso-style-name:icon2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:3.0pt; margin-right:0cm; margin-bottom:.75pt; margin-left:1.5pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.menu3, li.menu3, div.menu3 {mso-style-name:menu3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:13.5pt; mso-pagination:widow-orphan; background:white; border:none; mso-border-alt:solid #B8B8B8 .75pt; padding:0cm; mso-padding-alt:5.0pt 0cm 2.0pt 0cm; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.hitarea2, li.hitarea2, div.hitarea2 {mso-style-name:hitarea2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.close2, li.close2, div.close2 {mso-style-name:close2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.modal-content2, li.modal-content2, div.modal-content2 {mso-style-name:modal-content2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.navigation-bar2, li.navigation-bar2, div.navigation-bar2 {mso-style-name:navigation-bar2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:15.0pt; margin-right:0cm; margin-bottom:0cm; margin-left:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:10.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white; font-weight:bold;} p.right2, li.right2, div.right2 {mso-style-name:right2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:6.75pt; margin-left:18.75pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.default2, li.default2, div.default2 {mso-style-name:default2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; font-weight:bold;} p.group4, li.group4, div.group4 {mso-style-name:group4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:18.0pt; margin-bottom:0cm; margin-left:6.0pt; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.dropdown3, li.dropdown3, div.dropdown3 {mso-style-name:dropdown3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; border:none; mso-border-alt:solid #B8B8B8 .75pt; padding:0cm; mso-padding-alt:2.0pt 14.0pt 0cm 6.0pt; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.dropdown4, li.dropdown4, div.dropdown4 {mso-style-name:dropdown4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:0cm; margin-left:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; border:none; mso-border-alt:solid black .75pt; mso-border-bottom-alt:solid white .75pt; padding:0cm; mso-padding-alt:2.0pt 14.0pt 0cm 6.0pt; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.menu4, li.menu4, div.menu4 {mso-style-name:menu4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:13.5pt; mso-pagination:widow-orphan; background:white; border:none; mso-border-left-alt:solid black .75pt; mso-border-bottom-alt:solid black .75pt; mso-border-right-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 3.0pt 0cm; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.content3, li.content3, div.content3 {mso-style-name:content3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:15.0pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.content4, li.content4, div.content4 {mso-style-name:content4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:15.0pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.box2, li.box2, div.box2 {mso-style-name:box2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:30.0pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.home-navpanel2, li.home-navpanel2, div.home-navpanel2 {mso-style-name:home-navpanel2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:3.0pt; margin-bottom:33.0pt; margin-left:0cm; line-height:13.5pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white;} p.last-col2, li.last-col2, div.last-col2 {mso-style-name:last-col2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.button2, li.button2, div.button2 {mso-style-name:button2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:3.0pt; margin-right:15.0pt; margin-bottom:1.5pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.unit-col2, li.unit-col2, div.unit-col2 {mso-style-name:unit-col2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:3.0pt; margin-bottom:0cm; margin-left:0cm; margin-bottom:.0001pt; line-height:10.5pt; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white;} p.read-more2, li.read-more2, div.read-more2 {mso-style-name:read-more2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:0cm; margin-bottom:0cm; margin-left:3.0pt; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.heading3, li.heading3, div.heading3 {mso-style-name:heading3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin:0cm; margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:black;} p.news-video-overlay2, li.news-video-overlay2, div.news-video-overlay2 {mso-style-name:news-video-overlay2; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-img3, li.news-img3, div.news-img3 {mso-style-name:news-img3; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; mso-pagination:widow-orphan; font-size:12.0pt; font-family:"Times New Roman","serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text9, li.news-text9, div.news-text9 {mso-style-name:news-text9; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; border:none; mso-border-bottom-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text10, li.news-text10, div.news-text10 {mso-style-name:news-text10; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; border:none; mso-border-bottom-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text11, li.news-text11, div.news-text11 {mso-style-name:news-text11; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; background:black; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast; color:white;} p.news-text12, li.news-text12, div.news-text12 {mso-style-name:news-text12; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; border:none; mso-border-bottom-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text13, li.news-text13, div.news-text13 {mso-style-name:news-text13; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:1.5pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; border:none; mso-border-bottom-alt:solid black .75pt; padding:0cm; mso-padding-alt:0cm 0cm 0cm 0cm; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text14, li.news-text14, div.news-text14 {mso-style-name:news-text14; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:123.0pt; line-height:13.5pt; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-text15, li.news-text15, div.news-text15 {mso-style-name:news-text15; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:6.75pt; margin-right:0cm; margin-bottom:6.75pt; margin-left:0cm; line-height:10.5pt; mso-pagination:widow-orphan; font-size:9.0pt; font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman"; mso-fareast-theme-font:minor-fareast;} p.news-img4, li.news-img4, div.news-img4 {mso-style-name:news-img4; mso-style-noshow:yes; mso-style-priority:99; mso-style-unhide:no; margin-top:0cm; margin-right:0cm; margin-bottom:1.5pt; margin-left:0cm; 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text-indent:-18.0pt;} @list l3:level9 {mso-level-tab-stop:324.0pt; mso-level-number-position:left; text-indent:-18.0pt;} --> </style> <!--[if gte mso 10]> <style> /* Style Definitions */ table.MsoNormalTable {mso-style-name:"Table Normal"; mso-tstyle-rowband-size:0; mso-tstyle-colband-size:0; mso-style-noshow:yes; mso-style-priority:99; mso-style-qformat:yes; mso-style-parent:""; mso-padding-alt:0cm 5.4pt 0cm 5.4pt; mso-para-margin:0cm; mso-para-margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:10.0pt; font-family:"Times New Roman","serif";} table.MsoTableGrid {mso-style-name:"Table Grid"; mso-tstyle-rowband-size:0; mso-tstyle-colband-size:0; mso-style-priority:59; mso-style-unhide:no; border:solid windowtext 1.0pt; mso-border-alt:solid windowtext .5pt; mso-padding-alt:0cm 5.4pt 0cm 5.4pt; mso-border-insideh:.5pt solid windowtext; mso-border-insidev:.5pt solid windowtext; mso-para-margin:0cm; mso-para-margin-bottom:.0001pt; mso-pagination:widow-orphan; font-size:10.0pt; font-family:"Times New Roman","serif";} </style> <![endif]--><![if mso 9]> <style> p.MsoNormal {margin-left:6.0pt;} </style> <![endif]><!--#include virtual="../fragments/header.sig.html" --> <link href="index_fichiers/print.css" media=print rel=stylesheet type="text/css"> <script type="text/javascript" src="index_fichiers/jquery-epfl.js"> </script> <script type="text/javascript"> jQuery.noConflict(); </script> <script type="text/javascript" src="index_fichiers/globalnav.js"> </script> <!--[if gte mso 9]><xml> <o:shapedefaults v:ext="edit" spidmax="17410"/> </xml><![endif]--><!--[if gte mso 9]><xml> <o:shapelayout v:ext="edit"> <o:idmap v:ext="edit" data="1"/> </o:shapelayout></xml><![endif]--> </head> <body bgcolor=white lang=FR-CH link=black vlink=black style='tab-interval:35.4pt; margin-left:6.0pt;margin-right:6.0pt;margin-bottom:18.0pt'> <div class=WordSection1> <div id=main-content> <p class=MsoNormal style='margin-top:5.0pt;margin-right:6.0pt;margin-bottom: 5.0pt;margin-left:24.0pt;line-height:13.5pt'><i><span style='font-size:8.5pt; font-family:"Georgia","serif";mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt'><a href="http://www.epfl.ch/" title="Page d'accueil de l'EPFL"><span lang=DE-CH style='mso-ansi-language:DE-CH'>EPFL</span></a></span></i><i><span lang=DE-CH style='font-size:8.5pt;font-family:"Georgia","serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt; mso-ansi-language:DE-CH'> <span style='mso-tab-count:1'>     </span></span></i><i><span style='font-size:8.5pt;font-family:"Georgia","serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt'><a href="http://sti.epfl.ch/" title="Faculté STI"><span lang=DE-CH style='mso-ansi-language:DE-CH'>STI</span></a></span></i><i><span lang=DE-CH style='font-size:8.5pt;font-family:"Georgia","serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt; mso-ansi-language:DE-CH'><span style='mso-tab-count:1'>       </span></span></i><i><span style='font-size:8.5pt;font-family:"Georgia","serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt'><a href="http://lts5www.epfl.ch/" title=LTS5><span lang=DE-CH style='mso-ansi-language: DE-CH'>LTS5</span></a></span></i><i><span lang=DE-CH style='font-size:8.5pt; font-family:"Georgia","serif";mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt;mso-ansi-language: DE-CH'><span style='mso-tab-count:1'>    </span></span></i><b><i><span lang=DE-CH style='font-size:8.5pt;font-family:"Georgia","serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:black;letter-spacing:.75pt; mso-ansi-language:DE-CH'>Frank de Morsier</span></i></b><i><span lang=DE-CH style='font-size:8.5pt;font-family:"Georgia","serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:#454545;letter-spacing:.75pt; mso-ansi-language:DE-CH'><o:p></o:p></span></i></p> <h1><span lang=DE-CH style='font-family:"Impact","sans-serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;mso-ansi-language:DE-CH'>Frank de Morsier's <acronym><span style='font-family:"Impact","sans-serif";mso-bidi-font-family: Arial;color:#8972D5'>homepage</span></acronym><o:p></o:p></span></h1> <div style='border:none;border-top:solid black 1.0pt;mso-border-top-alt:solid black .75pt; padding:0cm 0cm 0cm 0cm;margin-right:3.0pt;margin-bottom:15.0pt' id=content> <div align=center> <table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0 style='border-collapse:collapse;border:none;mso-yfti-tbllook:1184;mso-padding-alt: 0cm 5.4pt 0cm 5.4pt;mso-border-insideh:none;mso-border-insidev:none'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'> <td width=987 colspan=2 valign=top style='width:740.6pt;padding:0cm 5.4pt 0cm 5.4pt'> <table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0 style='margin-left:1.75pt;border-collapse:collapse;border:none;mso-yfti-tbllook: 1184;mso-padding-alt:0cm 5.4pt 0cm 5.4pt;mso-border-insideh:none;mso-border-insidev: none'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;mso-yfti-lastrow:yes'> <td width=132 valign=top style='width:99.2pt;padding:0cm 5.4pt 0cm 5.4pt'> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><b><span style='mso-bidi-font-size:10.0pt;font-family:"Impact","sans-serif"; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Arial; color:#454545;mso-no-proof:yes'>NAVIGATION </span></b><b><span style='font-size:10.0pt;font-family:"Impact","sans-serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:#454545;mso-no-proof: yes'><o:p></o:p></span></b></p> </td> <td width=85 valign=top style='width:63.8pt;padding:0cm 5.4pt 0cm 5.4pt'> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><u><span style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:#454545;mso-bidi-font-weight:bold;mso-no-proof: yes'><a href="#research">Research</a><o:p></o:p></span></u></p> </td> <td width=67 valign=top style='width:50.0pt;padding:0cm 5.4pt 0cm 5.4pt'> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><u><span style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:#454545;mso-bidi-font-weight:bold;mso-no-proof: yes'><a href="#codes">Codes</a><o:p></o:p></span></u></p> </td> <td width=368 valign=top style='width:276.0pt;padding:0cm 5.4pt 0cm 5.4pt'> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><u><span style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:#454545;mso-bidi-font-weight:bold;mso-no-proof: yes'><a href="#publications">Publications</a><o:p></o:p></span></u></p> </td> </tr> </table> </td> </tr> <tr style='mso-yfti-irow:1;mso-yfti-lastrow:yes'> <td width=680 valign=top style='width:18.0cm;padding:0cm 5.4pt 0cm 5.4pt'> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><span style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:#454545;mso-no-proof:yes'><img border=0 width=652 height=184 id="_x0000_i1029" src="index_fichiers/visual-lab.jpg" alt=description></span><span style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:#454545'><o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><span style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:#454545'><o:p>&nbsp;</o:p></span></p> <p class=heading5 style='line-height:13.5pt'><span lang=EN-US style='font-size:11.5pt;font-family:"Arial","sans-serif";mso-ansi-language: EN-US'>Welcome to my homepage ! <o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.75pt;margin-right:26.25pt;margin-bottom: 6.75pt;margin-left:0cm;text-align:justify;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'>I did my Bachelor in Electrical Engineering in <span class=SpellE>Ecole</span> <span class=SpellE>Polytechnique</span> <span class=SpellE>Fédérale</span> de Lausanne (EPFL) with an exchange year in Edinburgh (U.K) at <span class=SpellE>Heriot</span>-Watt University. My Master degree in Information Technologies has been completed back in <span class=SpellE>Ecole</span> <span class=SpellE>Polytechnique</span> <span class=SpellE>Fédérale</span> de Lausanne (EPFL) in 2009. I joined the Signal Processing Laboratory 5 (LTS5), where I am currently doing my PhD under the supervision of </span><span style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545'><a href="http://lts5www.epfl.ch/thiran.html"><span lang=EN-US style='mso-ansi-language:EN-US'>Prof. Jean-Philippe <span class=SpellE>Thiran</span></span></a></span><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'> and co-supervision of </span><span style='font-size:10.0pt;font-family:"Arial","sans-serif";color:#454545'><a href="http://people.epfl.ch/maurice.borgeaud"><span lang=EN-US style='mso-ansi-language:EN-US'>Dr. Maurice <span class=SpellE>Borgeaud</span></span></a></span><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'>, head of ESA Earth Observation Science, Applications, and Future Technologies department at ESRIN in <span class=SpellE>frascati</span>, Italy, under a Grant from RUAG <span class=SpellE>Schweiz</span> AG.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.75pt;margin-right:26.25pt;margin-bottom: 6.75pt;margin-left:0cm;text-align:justify;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'>I participated in the Machine Learning Summer School (<a href="http://www.mlss.cc/">MLSS</a> 2012, La Palma) and the ESA <a href="http://www.summerschoolalpbach.at/"><span class=SpellE>Alpbach</span></a> Summer School (2010, Austria).<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:6.75pt;margin-right:26.25pt;margin-bottom: 6.75pt;margin-left:0cm;text-align:justify;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'>I'm working with <a href="http://sites.google.com/site/devistuia/"><span class=SpellE>Devis</span> <span class=SpellE>Tuia</span></a>, and <a href="http://people.epfl.ch/jelena.stamenkovic"><span class=SpellE>Jelena</span> <span class=SpellE>Stamenkovic</span></a>.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:11.25pt;margin-right:0cm;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:14.25pt;mso-outline-level: 5'><b><span lang=EN-US style='font-size:11.5pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'>My <a name=research>Research Interests</a><o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:6.75pt;margin-right:26.25pt;margin-bottom: 6.75pt;margin-left:0cm;line-height:13.5pt'><span lang=EN-US style='font-size: 10.0pt;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'>My interests are mainly focused on using and developing new Machine Learning techniques for challenging Remote Sensing scenarios. Among others here are my main interests: <o:p></o:p></span></p> <p class=MsoListParagraphCxSpFirst style='margin-top:6.75pt;margin-right: 26.25pt;margin-bottom:6.75pt;margin-left:36.0pt;mso-add-space:auto; text-indent:-18.0pt;line-height:13.5pt;mso-list:l1 level1 lfo1'><![if !supportLists]><span lang=EN-US style='font-size:10.0pt;font-family:Symbol;mso-fareast-font-family: Symbol;mso-bidi-font-family:Symbol;color:#454545;mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:10.0pt; font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'>Novelty detection, Kernel methods (OC-SVM, SVDD), Semi-Supervised learning, Clustering<o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:6.75pt;margin-right: 26.25pt;margin-bottom:6.75pt;margin-left:36.0pt;mso-add-space:auto; text-indent:-18.0pt;line-height:13.5pt;mso-list:l1 level1 lfo1'><![if !supportLists]><span lang=EN-US style='font-size:10.0pt;font-family:Symbol;mso-fareast-font-family: Symbol;mso-bidi-font-family:Symbol;color:#454545;mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:10.0pt; font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'>Remote sensing and image processing of VHR images, Multi-spectral and <span class=SpellE>Hyperspectral</span><o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:6.75pt;margin-right: 26.25pt;margin-bottom:6.75pt;margin-left:36.0pt;mso-add-space:auto; text-indent:-18.0pt;line-height:13.5pt;mso-list:l1 level1 lfo1'><![if !supportLists]><span lang=EN-US style='font-size:10.0pt;font-family:Symbol;mso-fareast-font-family: Symbol;mso-bidi-font-family:Symbol;color:#454545;mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:10.0pt; font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'>Fast and Robust Registration methods<o:p></o:p></span></p> <p class=MsoListParagraphCxSpLast style='margin-top:6.75pt;margin-right:26.25pt; margin-bottom:6.75pt;margin-left:0cm;mso-add-space:auto;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <div style='mso-element:para-border-div;border:none;border-bottom:solid black 1.0pt; mso-border-bottom-alt:solid black .75pt;padding:0cm 0cm 3.0pt 0cm'> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:3.0pt; margin-left:0cm;line-height:19.5pt;mso-outline-level:4;border:none; mso-border-bottom-alt:solid black .75pt;padding:0cm;mso-padding-alt:0cm 0cm 3.0pt 0cm'><span lang=EN-US style='font-size:16.5pt;font-family:"Impact","sans-serif"; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Arial; color:black;text-transform:uppercase;letter-spacing:1.2pt;mso-ansi-language: EN-US'>novelty detection in Multi-modal VHR Airborne videos <o:p></o:p></span></p> </div> <p class=MsoNormal style='margin-top:6.0pt;margin-right:0cm;margin-bottom: .75pt;margin-left:-6.8pt;text-align:justify;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:#454545;mso-ansi-language: EN-US'>The update of cadastral information of new urban areas can be extremely time-consuming if done from ground. Large areas can be quickly covered from airplanes equipped with sensors for Very High Resolution images. Comparison from a reference image (airborne or satellite) with the newly acquired images allows to derive useful information for updating the cadastre.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:.75pt; margin-left:11.25pt;line-height:13.5pt'><!--[if gte vml 1]><v:shapetype id="_x0000_t75" coordsize="21600,21600" o:spt="75" o:preferrelative="t" path="m@4@5l@4@11@9@11@9@5xe" filled="f" stroked="f"> <v:stroke joinstyle="miter"/> <v:formulas> <v:f eqn="if lineDrawn pixelLineWidth 0"/> <v:f eqn="sum @0 1 0"/> <v:f eqn="sum 0 0 @1"/> <v:f eqn="prod @2 1 2"/> <v:f eqn="prod @3 21600 pixelWidth"/> <v:f eqn="prod @3 21600 pixelHeight"/> <v:f eqn="sum @0 0 1"/> <v:f eqn="prod @6 1 2"/> <v:f eqn="prod @7 21600 pixelWidth"/> <v:f eqn="sum @8 21600 0"/> <v:f eqn="prod @7 21600 pixelHeight"/> <v:f eqn="sum @10 21600 0"/> </v:formulas> <v:path o:extrusionok="f" gradientshapeok="t" o:connecttype="rect"/> <o:lock v:ext="edit" aspectratio="t"/> </v:shapetype><v:shape id="Picture_x0020_6" o:spid="_x0000_s1031" type="#_x0000_t75" alt="classif_nd" style='position:absolute;left:0;text-align:left; margin-left:89.1pt;margin-top:2.1pt;width:129.1pt;height:97.95pt;z-index:1; visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:9pt; mso-wrap-distance-top:0;mso-wrap-distance-right:9pt; mso-wrap-distance-bottom:0;mso-position-horizontal:right; mso-position-horizontal-relative:text;mso-position-vertical:absolute; mso-position-vertical-relative:text'> <v:imagedata src="classif_nd.png"/> <w:wrap type="square"/> </v:shape><![endif]--><![if !vml]><img width=172 height=131 src="classif_nd.png" align=right hspace=12 alt="classif_nd" v:shapes="Picture_x0020_6"><![endif]><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:#454545;mso-ansi-language: EN-US'><o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;mso-line-height-alt:10.5pt; mso-outline-level:3'><b><span lang=EN-US style='mso-bidi-font-size:10.0pt; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; color:black;mso-ansi-language:EN-US'>1 Unsupervised Novelty Detection<o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:6.0pt; margin-left:35.45pt;line-height:10.5pt;mso-outline-level:3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'>-&gt; Detect regions that deviates &quot;significantly&quot; from the majority<o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.35pt;margin-bottom:.0001pt;text-align:justify;line-height: 115%;mso-outline-level:3'><span lang=EN-US style='font-size:10.0pt; line-height:115%;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:black;mso-ansi-language:EN-US;mso-bidi-font-weight: bold'>Finding which part of an image is a novelty is closely related to &quot;outlier detection&quot;, hypothesis testing and other anomaly detection approaches. We assume having a major part of our image which is unchanged and only a few parts of novelties. We have a joint distribution between an image of reference and the new image where the novelties are located in the tails (low density regions) of the joint distribution.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;text-align:justify;line-height: 10.5pt;mso-outline-level:3'><span lang=EN-US style='font-size:10.0pt; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; color:black;mso-ansi-language:EN-US;mso-bidi-font-weight:bold'>To tackle this problem, we are investigating kernel methods such as One-Class Support Vector Machines to sound the data at different level sets and find the density level set separating at best the novelties from the <i style='mso-bidi-font-style: normal'>unchanged</i> pixels.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;line-height:10.5pt;mso-outline-level: 3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;mso-line-height-alt:10.5pt; mso-outline-level:3'><b><span lang=EN-US style='mso-bidi-font-size:10.0pt; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; color:black;mso-ansi-language:EN-US'>2 Semi-supervised Novelty Detection<o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:6.0pt; margin-left:35.45pt;line-height:10.5pt;mso-outline-level:3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'>-&gt; Detect what is new when some of the unchanged regions are known<o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;text-align:justify;line-height: 115%;mso-outline-level:3'><!--[if gte vml 1]><v:shape id="Picture_x0020_8" o:spid="_x0000_s1030" type="#_x0000_t75" alt="texas2" style='position:absolute; left:0;text-align:left;margin-left:0;margin-top:1.25pt;width:112pt;height:101.3pt; z-index:2;visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:9pt; mso-wrap-distance-top:0;mso-wrap-distance-right:9pt; mso-wrap-distance-bottom:0;mso-position-horizontal:left; mso-position-horizontal-relative:text;mso-position-vertical:absolute; mso-position-vertical-relative:text'> <v:imagedata src="texas2.png"/> <w:wrap type="square"/> </v:shape><![endif]--><![if !vml]><img width=149 height=135 src=texas2.png align=left hspace=12 alt=texas2 v:shapes="Picture_x0020_8"><![endif]><span lang=EN-US style='font-size:10.0pt;line-height:115%;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US; mso-bidi-font-weight:bold'>In the previous context, no &quot;a priori&quot; information on some part of the image was available. Consider now the situation where some part of the image have been validated as <i style='mso-bidi-font-style:normal'>unchanged</i>. This allows us to have some information on our joint distribution and to identify which part correspond to the <i style='mso-bidi-font-style:normal'>unchanged</i> regions. It has been shown that such a problem can be solved like any two-class classification problem. But, the first class is our known <i style='mso-bidi-font-style: normal'>unchanged</i> regions and the second class is some unlabeled samples (a mixture of both <i style='mso-bidi-font-style:normal'>unchanged</i> regions and novelties). An asymmetry in the penalization of classification errors (a lot of errors can be done on the unknown mixture, but very few on the <i style='mso-bidi-font-style:normal'>unchanged</i> class) for the two classes can lead to an efficient detection of novelties. We are investigating how the penalty terms could be derived to get an efficient detection of novelties.<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;line-height:10.5pt;mso-outline-level: 3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;mso-line-height-alt:10.5pt; mso-outline-level:3'><b><span lang=EN-US style='mso-bidi-font-size:10.0pt; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; color:black;mso-ansi-language:EN-US'>3 Novelties clustering<o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:6.0pt; margin-left:35.45pt;line-height:10.5pt;mso-outline-level:3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'>-&gt; Identification of change types<o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:11.25pt;margin-bottom:.0001pt;text-align:justify;line-height: 115%;mso-outline-level:3'><span lang=EN-US style='font-size:10.0pt; line-height:115%;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:black;mso-ansi-language:EN-US;mso-bidi-font-weight: bold'>Novelties can be of different types and can be made of several clusters. A clustering of the data at different levels, from few large clusters to many small ones, with a selection of the appropriate level is leading to a valid clustering containing <i style='mso-bidi-font-style:normal'>unchanged</i> clusters and <i style='mso-bidi-font-style:normal'>changed</i> clusters. Unsupervised change detection can then be realized by grouping the clusters of the same class together. We are investigating the exploitation of Support Vector Clustering along the regularization path to keep the hierarchical information through the different clusters and clustering validity criterion and cluster merging systems.<o:p></o:p></span></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:10.5pt; mso-outline-level:3'><span lang=EN-US style='font-size:10.0pt;font-family: "Arial","sans-serif";mso-fareast-font-family:"Times New Roman";color:black; mso-ansi-language:EN-US;mso-bidi-font-weight:bold'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:10.5pt; mso-outline-level:3'><b><span lang=EN-US style='font-size:10.0pt;font-family: "Arial","sans-serif";mso-fareast-font-family:"Times New Roman";color:black; mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></b></p> <div style='mso-element:para-border-div;border:none;border-bottom:solid black 1.0pt; mso-border-bottom-alt:solid black .75pt;padding:0cm 0cm 3.0pt 0cm'> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:3.0pt; margin-left:0cm;line-height:19.5pt;mso-outline-level:4;border:none; mso-border-bottom-alt:solid black .75pt;padding:0cm;mso-padding-alt:0cm 0cm 3.0pt 0cm'><span lang=EN-US style='font-size:16.5pt;font-family:"Impact","sans-serif"; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Arial; color:black;text-transform:uppercase;letter-spacing:1.2pt;mso-ansi-language: EN-US'>Robust Registration of Multi-modal Airborne Videos<o:p></o:p></span></p> </div> <p class=MsoNormal style='margin-top:6.0pt;margin-right:0cm;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:justify;line-height: 115%'><span lang=EN-US style='font-size:10.0pt;line-height:115%;font-family: "Arial","sans-serif";mso-fareast-font-family:"Times New Roman";mso-ansi-language: EN-US'>Prior to any detection of novelty or changes, the Very High Resolution images acquired from airplane or taken by satellites have to be co-registered with a reference image. We have investigated registration methods that could be robust to important intensity differences (multisource robustness) and which could be fast enough to image a near real-time registration. <o:p></o:p></span></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;text-align:justify; line-height:115%'><span lang=EN-US style='font-size:10.0pt;line-height:115%; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; mso-ansi-language:EN-US'>We combined a fast and optimal registration algorithm based on phase-correlation among the two images which retrieves rigid transformation parameters between them. The image representation have been improved to gain in robustness over illumination changes and robust initialization from previous frames in videos has been exploited. Comparison with a state of the art registration method for rigid transformation of multimodal image has shown better accuracy and computation speed for our Robust Phase-Correlation based registration of airborne videos using Motion Estimation (RPCME).<o:p></o:p></span></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:#454545;mso-ansi-language: EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:13.5pt'><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:#454545;mso-ansi-language: EN-US'><o:p>&nbsp;</o:p></span></p> <div style='mso-element:para-border-div;border:none;border-bottom:solid black 1.0pt; mso-border-bottom-alt:solid black .75pt;padding:0cm 0cm 3.0pt 0cm'> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:3.0pt; margin-left:0cm;line-height:19.5pt;mso-outline-level:4;border:none; mso-border-bottom-alt:solid black .75pt;padding:0cm;mso-padding-alt:0cm 0cm 3.0pt 0cm'><a name=codes><span lang=EN-US style='font-size:16.5pt;font-family:"Impact","sans-serif"; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Arial; color:black;text-transform:uppercase;letter-spacing:1.2pt;mso-ansi-language: EN-US'>Codes/Softwares</span></a><span lang=EN-US style='font-size:16.5pt; font-family:"Impact","sans-serif";mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Arial;color:black;text-transform:uppercase;letter-spacing: 1.2pt;mso-ansi-language:EN-US'><o:p></o:p></span></p> </div> <p class=MsoListParagraphCxSpFirst style='margin-top:6.0pt;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-17.85pt;line-height:10.5pt;mso-outline-level:3;mso-list: l3 level1 lfo2'><![if !supportLists]><span lang=EN-US style='font-size:10.0pt; font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol; color:black;mso-ansi-language:EN-US;mso-bidi-font-weight:bold'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><b><span lang=EN-US style='font-size:10.0pt; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; color:black;mso-ansi-language:EN-US'>Implementation of the SVDD entire regularization path (&quot;Algorithm 2&quot;, K. <span class=SpellE>Jöstrand</span>, 2007)<o:p></o:p></span></b></p> <p class=MsoListParagraphCxSpLast style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.25pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:10.5pt;mso-outline-level:3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:black;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:29.25pt;margin-bottom:.0001pt;mso-line-height-alt:10.5pt; mso-outline-level:3'><span style='font-size:9.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-no-proof:yes'><img border=0 width=26 height=26 id="_x0000_i1028" src="index_fichiers/zip_logo.jpg"></span><span lang=EN-US style='font-size:9.0pt;font-family:"Arial","sans-serif";color:#454545; mso-ansi-language:EN-US'>Under construction (if you need the .m file right now, write me an email and I'll send it in its current form).<o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:29.25pt;margin-bottom:.0001pt;line-height:10.5pt;mso-outline-level: 3'><span lang=EN-US style='font-size:9.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpFirst style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.25pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-18.0pt;line-height:10.5pt;mso-outline-level:3;mso-list: l3 level1 lfo3'><![if !supportLists]><span lang=EN-US style='font-size:10.0pt; font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol; color:black;mso-ansi-language:EN-US;mso-bidi-font-weight:bold'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><b><span lang=EN-US style='font-size:10.0pt; font-family:"Arial","sans-serif";mso-fareast-font-family:"Times New Roman"; color:black;mso-ansi-language:EN-US'>Robust Phase-Correlation based Registration method<o:p></o:p></span></b></p> <p class=MsoListParagraphCxSpLast style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.25pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:10.5pt;mso-outline-level:3'><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:black;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:0cm; margin-left:29.25pt;margin-bottom:.0001pt;mso-line-height-alt:10.5pt; mso-outline-level:3'><span style='font-size:9.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-no-proof:yes'><img border=0 width=26 height=26 id="_x0000_i1027" src="index_fichiers/zip_logo.jpg"></span><span lang=EN-US style='font-size:9.0pt;font-family:"Arial","sans-serif";color:#454545; mso-ansi-language:EN-US'>Under construction (if you need the .m file right now, write me an email and I'll send it in its current form).</span><b><span lang=EN-US style='font-size:10.0pt;font-family:"Arial","sans-serif"; mso-fareast-font-family:"Times New Roman";color:black;mso-ansi-language:EN-US'><o:p></o:p></span></b></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:10.5pt'><span lang=EN-US style='font-size:9.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:10.5pt'><span lang=EN-US style='font-size:9.0pt;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <div style='mso-element:para-border-div;border:none;border-bottom:solid black 1.0pt; mso-border-bottom-alt:solid black .75pt;padding:0cm 0cm 3.0pt 0cm'> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:3.0pt; margin-left:0cm;line-height:19.5pt;mso-outline-level:4;border:none; mso-border-bottom-alt:solid black .75pt;padding:0cm;mso-padding-alt:0cm 0cm 3.0pt 0cm'><a name=publications><span style='font-size:16.5pt;font-family:"Impact","sans-serif"; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Arial; color:black;text-transform:uppercase;letter-spacing:1.2pt'>Publications</span></a><span style='font-size:16.5pt;font-family:"Impact","sans-serif";mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Arial;color:black;text-transform:uppercase; letter-spacing:1.2pt'><o:p></o:p></span></p> </div> <p class=MsoListParagraphCxSpFirst style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:11.25pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><b style='mso-bidi-font-weight:normal'><span style='font-size:10.0pt;mso-bidi-font-size:9.0pt;line-height:115%;font-family: "Arial","sans-serif";color:#454545'>JOURNAL ARTICLES<o:p></o:p></span></b></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:11.25pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><b style='mso-bidi-font-weight:normal'><span style='font-size:10.0pt;mso-bidi-font-size:9.0pt;line-height:115%;font-family: "Arial","sans-serif";color:#454545'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.25pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-18.0pt;line-height:115%;mso-list:l3 level1 lfo3'><![if !supportLists]><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:Symbol; mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;color:#454545; mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:9.0pt; line-height:115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language: EN-US'>F. de <span class=SpellE>Morsier</span>, D. <span class=SpellE>Tuia</span>, M. <span class=SpellE>Borgeaud</span>, V. <span class=SpellE>Gass</span> and J.-P. <span class=SpellE>Thiran</span>. Semi-Supervised Novelty Detection using SVM entire solution path, submitted to IEEE Transactions on <span class=SpellE>Geoscience</span> and Remote Sensing [PENDING].<o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.25pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><span lang=EN-US style='font-size:9.0pt;line-height: 115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:11.25pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><b style='mso-bidi-font-weight:normal'><span style='font-size:10.0pt;mso-bidi-font-size:9.0pt;line-height:115%;font-family: "Arial","sans-serif";color:#454545'>CONFERENCES PAPERS<o:p></o:p></span></b></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><span lang=EN-US style='font-size:9.0pt;line-height: 115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-17.85pt;line-height:115%;mso-list:l3 level1 lfo3'><![if !supportLists]><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:Symbol; mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;color:#454545; mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:9.0pt; line-height:115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language: EN-US'>F. de <span class=SpellE>Morsier</span>, M. <span class=SpellE>Borgeaud</span>, V. <span class=SpellE>Gass</span>, C. <span class=SpellE>Küchler</span> and J.-P. <span class=SpellE>Thiran</span>. Semi-Supervised and Unsupervised Novelty Detection using Nested Support Vector Machines. IEEE International <span class=SpellE>Geoscience</span> and Remote Sensing Symposium (IGARSS 2012), Munich, Germany, July 22-27 2012.<o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:11.35pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><span lang=EN-US style='font-size:9.0pt;line-height: 115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-17.85pt;line-height:115%;mso-list:l3 level1 lfo3'><![if !supportLists]><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:Symbol; mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;color:#454545; mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:9.0pt; line-height:115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language: EN-US'>F. de <span class=SpellE>Morsier</span>, J.-P. <span class=SpellE>Thiran</span>, M. <span class=SpellE>Borgeaud</span>, A. Vogel and V. <span class=SpellE>Gass</span> et al. Robust Phase-Correlation based Registration of Airborne Videos using Motion Estimation. In <i style='mso-bidi-font-style:normal'>Proceedings of Earth Observation of Global Changes (EOGC)</i>, Munich, Germany, April 13-15, 2011. </span><a href="papers/EOGC_Frank_fullpaper.pdf"><span style='font-size:9.0pt;line-height:115%;font-family:"Arial","sans-serif"; color:#454545;mso-no-proof:yes;text-decoration:none;text-underline:none'><img border=0 width=15 height=21 id="_x0000_i1026" src="index_fichiers/PDFlogo.gif"></span></a><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'><o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:11.35pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><span lang=EN-US style='font-size:9.0pt;line-height: 115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-17.85pt;line-height:115%;mso-list:l3 level1 lfo3'><![if !supportLists]><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:Symbol; mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;color:#454545; mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:9.0pt; line-height:115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language: EN-US'>Y. <span class=SpellE>Prudat</span>, F. De <span class=SpellE>Morsier</span>, M. Lemay and J.-M. <span class=SpellE>Vesin</span>. Adaptive Frequency Tracking on the ECG Used to Predict the Success of Electrical <span class=SpellE>Cardioversion</span> of <span class=SpellE>Atrial</span> Fibrillation. In <span class=SpellE><i style='mso-bidi-font-style:normal'>CinC</i></span><i style='mso-bidi-font-style:normal'> 2008</i>, Bologna, September 14-17, 2008. <o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><span lang=EN-US style='font-size:9.0pt;line-height: 115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;line-height:115%'><span lang=EN-US style='font-size:9.0pt;line-height: 115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'><o:p>&nbsp;</o:p></span></p> <p class=MsoListParagraphCxSpLast style='margin-top:0cm;margin-right:0cm; margin-bottom:0cm;margin-left:29.2pt;margin-bottom:.0001pt;mso-add-space: auto;text-indent:-17.85pt;line-height:115%;mso-list:l3 level1 lfo3'><![if !supportLists]><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:Symbol; mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;color:#454545; mso-ansi-language:EN-US'><span style='mso-list:Ignore'>·<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span lang=EN-US style='font-size:9.0pt; line-height:115%;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language: EN-US'>F. de <span class=SpellE>Morsier</span>, R. <span class=SpellE>Charrier</span> and J.-P. <span class=SpellE>Thiran</span> (Dirs.). Registration of multi-modal and multi-temporal remote sensing images and introduction to novelty detection, <i style='mso-bidi-font-style:normal'>Master thesis</i>. 2009. </span><a href="http://infoscience.epfl.ch/record/162502/files/Report.pdf"><span style='font-size:9.0pt;line-height:115%;font-family:"Arial","sans-serif"; color:#454545;mso-no-proof:yes;text-decoration:none;text-underline:none'><img border=0 width=15 height=21 id="_x0000_i1025" src="index_fichiers/PDFlogo.gif"></span></a><span lang=EN-US style='font-size:9.0pt;line-height:115%;font-family:"Arial","sans-serif"; color:#454545;mso-ansi-language:EN-US'><o:p></o:p></span></p> <p class=MsoNormal style='margin-top:0cm;margin-right:9.0pt;margin-bottom: 0cm;margin-left:0cm;margin-bottom:.0001pt;line-height:13.5pt'><span style='font-size:10.0pt;font-family:"Arial","sans-serif";mso-fareast-font-family: "Times New Roman";color:#454545'><o:p>&nbsp;</o:p></span></p> </td> <td width=307 valign=top style='width:230.3pt;padding:0cm 5.4pt 0cm 5.4pt'> <div style='mso-element:para-border-div;border:none;border-bottom:solid black 1.0pt; mso-border-bottom-alt:solid black .75pt;padding:0cm 0cm 3.0pt 0cm'> <p class=MsoNormal style='margin-top:0cm;margin-right:0cm;margin-bottom:7.5pt; margin-left:0cm;line-height:19.5pt;mso-outline-level:4;border:none; mso-border-bottom-alt:solid black .75pt;padding:0cm;mso-padding-alt:0cm 0cm 3.0pt 0cm'><span lang=EN-US style='font-size:16.5pt;font-family:"Impact","sans-serif"; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Arial; color:black;text-transform:uppercase;letter-spacing:1.2pt;mso-ansi-language: EN-US'>Contact<o:p></o:p></span></p> </div> <p class=MsoNormal style='margin:0cm;margin-bottom:.0001pt;line-height:13.5pt; mso-outline-level:5'><b><span lang=EN-US style='font-size:10.0pt;font-family: "Arial","sans-serif";mso-fareast-font-family:"Times New Roman";color:black; mso-ansi-language:EN-US'>Frank de <span class=SpellE>Morsier</span><o:p></o:p></span></b></p> <p class=MsoNormal style='margin-top:6.75pt;margin-right:0cm;margin-bottom: 1.5pt;margin-left:0cm;line-height:13.5pt'><span lang=EN-US style='font-size: 10.0pt;font-family:"Arial","sans-serif";color:#454545;mso-ansi-language:EN-US'>Office: </span><span style='font-size:10.0pt;font-family:"Arial","sans-serif"; 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