

{"id":4,"date":"2011-12-08T11:55:34","date_gmt":"2011-12-08T11:55:34","guid":{"rendered":"http:\/\/project.inria.fr\/template1\/?page_id=4"},"modified":"2020-09-03T14:58:09","modified_gmt":"2020-09-03T12:58:09","slug":"home","status":"publish","type":"page","link":"https:\/\/project.inria.fr\/karaib\/","title":{"rendered":"Karaib in a nutshell"},"content":{"rendered":"<p><a href=\"https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-68 size-large\" src=\"https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified-1024x455.png\" alt=\"\" width=\"900\" height=\"400\" srcset=\"https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified-1024x455.png 1024w, https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified-300x133.png 300w, https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified-768x341.png 768w, https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified-150x67.png 150w, https:\/\/project.inria.fr\/karaib\/files\/2020\/09\/fmri_mining_semantics_simplified.png 1950w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a><\/p>\n<p>Cognitive science describes mental operations, and functional brain imaging provides a unique window into the brain systems that support these operations. A growing body of neuroimaging research has provided significant insight into the relations between psychological functions and brain activity. However, the aggregation of cognitive neuroscience results to obtain a systematic mapping between structure and function faces the roadblock that cognitive concepts are ill-defined and may not map cleanly onto the computational architecture of the brain.<\/p>\n<p>To tackle this challenge, we propose to leverage rapidly increasing data sources: text and brain locations described in neuroscientific publications, brain images and their annotations taken from public data repositories, and several reference datasets. Our aim here is to develop multi-modal machine learning techniques to bridge these data sources.<\/p>\n<ul>\n<li>Aim 1 develops representation techniques for noisy data to couple brain data with descriptions of behavior or diseases, in order to extract semantic structure.<\/li>\n<li>Aim 2 challenges these representations to provide explanations to the observed relationships, based on two frameworks: i) a statistical analysis framework; ii) integration into a domain-specific language.<\/li>\n<li>Aim 3 outputs readily-usable products for neuroimaging: atlases and ontologies and focuses on implementation, with contributions to neuroimaging web-based data sharing tools.site.<\/li>\n<\/ul>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Cognitive science describes mental operations, and functional brain imaging provides a unique window into the brain systems that support these operations. A growing body of neuroimaging research has provided significant insight into the relations between psychological functions and brain activity. However, the aggregation of cognitive neuroscience results to obtain a\u2026<\/p>\n<p> <a class=\"continue-reading-link\" href=\"https:\/\/project.inria.fr\/karaib\/\"><span>Continue reading<\/span><i class=\"crycon-right-dir\"><\/i><\/a> <\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-4","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/pages\/4","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/comments?post=4"}],"version-history":[{"count":8,"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/pages\/4\/revisions"}],"predecessor-version":[{"id":70,"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/pages\/4\/revisions\/70"}],"wp:attachment":[{"href":"https:\/\/project.inria.fr\/karaib\/wp-json\/wp\/v2\/media?parent=4"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}