{"version":1,"kind":"Article","sha256":"","slug":"636","location":"","dependencies":[],"doi":"10.54294/71u60v","thumbnail":"https://pub.desci.com/ipfs/bafkreiamxqiy26h276l3ykpol4rhjitlyylfbvkhotdrkvqwzqjxso6cua","frontmatter":{"title":"Simultaneous Manifold Learning and Clustering: Grouping White Matter Fiber Tracts Using a Volumetric White Matter Atlas","abstract":"We propose a new clustering algorithm. This algorithm performs clustering and manifold learning simultaneously by using a graph-theoretical approach to manifold learning. We apply this algorithm in order to cluster white matter fiber tracts obtained fromDiffusion TensorMRI (DT-MRI) through streamline tractography. Our algorithm is able perform clustering of these fiber tracts incorporating information about the shape of the fiber and a priori knowledge as the probability of the fiber belonging to known anatomical structures. This anatomical knowledge is incorporated as a volumetric white matter atlas, in this case LONI's ICBM DTI-81","license":"You are licensing your work to Kitware Inc. under the\nCreative Commons Attribution License Version 3.0.\n\nKitware Inc. agrees to the following:\n\nKitware is free\n * to copy, distribute, display, and perform the work\n * to make derivative works\n * to make commercial use of the work\n\nUnder the following conditions:\n\\\"by Attribution\\\" - Kitware must attribute the work in the manner specified by the author or licensor.\n\n * For any reuse or distribution, they must make clear to others the license terms of this work.\n * Any of these conditions can be waived if they get permission from the copyright holder.\n\nYour fair use and other rights are in no way affected by the above.\n\nThis is a human-readable summary of the Legal Code (the full license) available at\nhttp://creativecommons.org/licenses/by/3.0/legalcode","keywords":["clustering","learning"],"authors":[{"name":"Wassermann , Demian","affiliations":[]},{"name":"Deriche, Rachid","affiliations":[]}],"date_submitted":"2008-09-12 11:59:02","external_publication_id":636,"revision_cids":["bafkreiaqzhflnbejcr4bj5ygeqbrsmdgbf5iadg3xkb3zyybrvkhcwl56i"],"thumbnail":"https://pub.desci.com/ipfs/bafkreiamxqiy26h276l3ykpol4rhjitlyylfbvkhotdrkvqwzqjxso6cua"},"mdast":{"type":"root"},"downloads":[{"url":"https://ipfs.desci.com/ipfs/bafkreihdxkvspvfr5e6whpbxbagedshky7hhtztemkxjgtsf77jpxdnuqi","title":"root/insight-journal-metadata.json","filename":"insight-journal-metadata.json","extra":{"size_bytes":8566,"type":"file"}},{"url":"https://dweb.link/ipfs/bafkreid73fr74pme6r77wtks3cj3my4dthlmx6xqvlmstkdnlmhe2buezi","title":"root/article.pdf","filename":"article.pdf","extra":{"size_bytes":903643,"type":"file"}}],"references":{"cite":{"order":["ref1","ref2","ref3","ref4","ref5","ref6","ref7","ref8","ref9","ref10","ref11","ref12","ref13","ref14","ref15","ref16","ref17","ref18","ref19"]},"data":{"ref1":{"label":"ref1","enumerator":"1","url":"https://doi.org/10.1006/jmrb.1996.0086","html":"Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI+Journal of Magnetic Resonance B+111+3+1996+209+219+P. 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