Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...最新文献
Pub Date : 2012-01-01DOI: 10.1007/978-3-642-34713-9_9
George H Chen, Evelina G Fedorenko, Nancy G Kanwisher, Polina Golland
For a given cognitive task such as language processing, the location of corresponding functional regions in the brain may vary across subjects relative to anatomy. We present a probabilistic generative model that accounts for such variability as observed in fMRI data. We relate our approach to sparse coding that estimates a basis consisting of functional regions in the brain. Individual fMRI data is represented as a weighted sum of these functional regions that undergo deformations. We demonstrate the proposed method on a language fMRI study. Our method identified activation regions that agree with known literature on language processing and established correspondences among activation regions across subjects, producing more robust group-level effects than anatomical alignment alone.
{"title":"Deformation-Invariant Sparse Coding for Modeling Spatial Variability of Functional Patterns in the Brain.","authors":"George H Chen, Evelina G Fedorenko, Nancy G Kanwisher, Polina Golland","doi":"10.1007/978-3-642-34713-9_9","DOIUrl":"https://doi.org/10.1007/978-3-642-34713-9_9","url":null,"abstract":"<p><p>For a given cognitive task such as language processing, the location of corresponding functional regions in the brain may vary across subjects relative to anatomy. We present a probabilistic generative model that accounts for such variability as observed in fMRI data. We relate our approach to sparse coding that estimates a basis consisting of functional regions in the brain. Individual fMRI data is represented as a weighted sum of these functional regions that undergo deformations. We demonstrate the proposed method on a language fMRI study. Our method identified activation regions that agree with known literature on language processing and established correspondences among activation regions across subjects, producing more robust group-level effects than anatomical alignment alone.</p>","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"7263 ","pages":"68-75"},"PeriodicalIF":0.0,"publicationDate":"2012-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/978-3-642-34713-9_9","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33367923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Influence of Strain and Dislocations on Transport Properties of GaAs/Si Strained-Layer Heterojunctions","authors":"E. Mao, Wen-Qin Zhao, Hong-rui Zhang, Ai-Zhen Li, Jian-Min Chen, Guo-ping Fang","doi":"10.1515/9783112480786-023","DOIUrl":"https://doi.org/10.1515/9783112480786-023","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"41 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79153115","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-036
M. Yudasaka, M. Tanaka, Y. Kuwae, K. Nakanishi, S. Kubit
{"title":"Uniaxial Stress-Effect on Visible and Near-Infrared Absorption Spectra of Si(phthalocyaninato) (0H)2 Epitaxial Films","authors":"M. Yudasaka, M. Tanaka, Y. Kuwae, K. Nakanishi, S. Kubit","doi":"10.1515/9783112480786-036","DOIUrl":"https://doi.org/10.1515/9783112480786-036","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87811191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-037
Aniruddha Ghosh
{"title":"Fundamental Absorption Edge in Bismuth-Vanadate Glasses","authors":"Aniruddha Ghosh","doi":"10.1515/9783112480786-037","DOIUrl":"https://doi.org/10.1515/9783112480786-037","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"187 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88143514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-033
A. Czopnik, H. Mädge, R. Pott, B. Stalínski
{"title":"Thermal Properties of Ndln3","authors":"A. Czopnik, H. Mädge, R. Pott, B. Stalínski","doi":"10.1515/9783112480786-033","DOIUrl":"https://doi.org/10.1515/9783112480786-033","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"56 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89539414","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-026
H. Kbatjse, H. Bär
{"title":"Charge Injection into Si02 Films at Fields between 1 and 3 MY cm-1 after Electrical Stress","authors":"H. Kbatjse, H. Bär","doi":"10.1515/9783112480786-026","DOIUrl":"https://doi.org/10.1515/9783112480786-026","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"23 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79260943","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-011
X. Xie, T. Chen, J. Huang
{"title":"Diffusivity of Oxygen in the Orthorhombic YBa2Cu3OyPhase","authors":"X. Xie, T. Chen, J. Huang","doi":"10.1515/9783112480786-011","DOIUrl":"https://doi.org/10.1515/9783112480786-011","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"28 5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76653302","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-024
J. Bernède, G. Safoula, A. Ameziahe, P. Btirgatjd
{"title":"Experimental Study of Oxygen Effect on the Variation of Resistivity with Temperature for Poly crystalline Selenium Thin Films","authors":"J. Bernède, G. Safoula, A. Ameziahe, P. Btirgatjd","doi":"10.1515/9783112480786-024","DOIUrl":"https://doi.org/10.1515/9783112480786-024","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"93 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75435473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-020
Y. Bolkhovityanov, R. I. Bolkhovityanova, T. A. Gaveilova, A. E. Dolbax
{"title":"Relaxation Kinetics of a Non-Equilibrium Interface of a Multicomponent Liquid Phase-Binary Substrate on the Example of In-Ga-As/InAs System","authors":"Y. Bolkhovityanov, R. I. Bolkhovityanova, T. A. Gaveilova, A. E. Dolbax","doi":"10.1515/9783112480786-020","DOIUrl":"https://doi.org/10.1515/9783112480786-020","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"25 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78285140","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 1988-12-31DOI: 10.1515/9783112480786-028
J. Požela, Z. N. Tamaševičiené, A. Tamasevicius, J. Ulbikas, G. V. Bandubkina
{"title":"Self-Generated Chaos in n-Ge after Electron Irradiation","authors":"J. Požela, Z. N. Tamaševičiené, A. Tamasevicius, J. Ulbikas, G. V. Bandubkina","doi":"10.1515/9783112480786-028","DOIUrl":"https://doi.org/10.1515/9783112480786-028","url":null,"abstract":"","PeriodicalId":90917,"journal":{"name":"Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"1988-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89543946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Machine learning and interpretation in neuroimaging : international workshop, MLINI 2011, held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011 : revised selected and invited contributions. MLINI (Workshop) (2011 : Sierra Nevada...
扫码关注我们
求助内容：
应助结果提醒方式：
京公网安备 11010802042870号