{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,5]],"date-time":"2025-11-05T20:44:04Z","timestamp":1762375444399},"reference-count":41,"publisher":"MIT Press - Journals","issue":"11","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Computation"],"published-print":{"date-parts":[[2010,11]]},"abstract":"<jats:p> We compare 10 methods of classifying fMRI volumes by applying them to data from a longitudinal study of stroke recovery: adaptive Fisher's linear and quadratic discriminant; gaussian naive Bayes; support vector machines with linear, quadratic, and radial basis function (RBF) kernels; logistic regression; two novel methods based on pairs of restricted Boltzmann machines (RBM); and K-nearest neighbors. All methods were tested on three binary classification tasks, and their out-of-sample classification accuracies are compared. The relative performance of the methods varies considerably across subjects and classification tasks. The best overall performers were adaptive quadratic discriminant, support vector machines with RBF kernels, and generatively trained pairs of RBMs. <\/jats:p>","DOI":"10.1162\/neco_a_00024","type":"journal-article","created":{"date-parts":[[2010,8,30]],"date-time":"2010-08-30T15:43:54Z","timestamp":1283183034000},"page":"2729-2762","source":"Crossref","is-referenced-by-count":33,"title":["Comparing Classification Methods for Longitudinal fMRI Studies"],"prefix":"10.1162","volume":"22","author":[{"given":"Tanya","family":"Schmah","sequence":"first","affiliation":[{"name":"Department of Computer Science, University of Toronto, Toronto, Ontario, M5S 3G4, Canada"}]},{"given":"Grigori","family":"Yourganov","sequence":"additional","affiliation":[{"name":"Rotman Research Institute of Baycrest Centre and Institute of Medical Science, University of Toronto, Toronto, Ontario, M6A 2E1, Canada"}]},{"given":"Richard S.","family":"Zemel","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Toronto, Toronto, Ontario, M5S 3G4, Canada"}]},{"given":"Geoffrey E.","family":"Hinton","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Toronto, Toronto, Ontario, M5S 3G4, Canada"}]},{"given":"Steven L.","family":"Small","sequence":"additional","affiliation":[{"name":"Department of Neurology, University of Chicago, Chicago, IL 60637, U.S.A."}]},{"given":"Stephen C.","family":"Strother","sequence":"additional","affiliation":[{"name":"Rotman Research Institute of Baycrest Centre, Department of Medical Biophysics, and Institute of Medical Science, University of Toronto, Toronto, Ontario, M6A 2E1, Canada"}]}],"member":"281","reference":[{"key":"B1","first-page":"153","volume-title":"Advances in neural information processing systems","volume":"19","author":"Bengio Y.","year":"2007"},{"key":"B2","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2008.08.020"},{"key":"B3","volume-title":"Practical nonparametric statistics","author":"Conover W. 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