{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,28]],"date-time":"2025-09-28T04:09:24Z","timestamp":1759032564301},"publisher-location":"Berlin, Heidelberg","reference-count":20,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642159473"},{"type":"electronic","value":"9783642159480"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-15948-0_14","type":"book-chapter","created":{"date-parts":[[2010,9,10]],"date-time":"2010-09-10T02:19:54Z","timestamp":1284085194000},"page":"108-115","source":"Crossref","is-referenced-by-count":29,"title":["Generalized Sparse Classifiers for Decoding Cognitive States in fMRI"],"prefix":"10.1007","author":[{"given":"Bernard","family":"Ng","sequence":"first","affiliation":[]},{"given":"Arash","family":"Vahdat","sequence":"additional","affiliation":[]},{"given":"Ghassan","family":"Hamarneh","sequence":"additional","affiliation":[]},{"given":"Rafeef","family":"Abugharbieh","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"issue":"9","key":"14_CR1","doi-asserted-by":"publisher","first-page":"424","DOI":"10.1016\/j.tics.2006.07.005","volume":"10","author":"K.A. Norman","year":"2006","unstructured":"Norman, K.A., Polyn, S.M., Detre, G.J., Haxby, J.V.: Beyond Mindreading: Multi-voxel Pattern Analysis of fMRI Data. Trends Cogn. Sci.\u00a010(9), 424\u2013430 (2006)","journal-title":"Trends Cogn. Sci."},{"issue":"7","key":"14_CR2","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1038\/nrn1931","volume":"7","author":"J.D. Haynes","year":"2006","unstructured":"Haynes, J.D., Rees, G.: Decoding Mental States from Brain Activity in Humans. Nat Rev. Neurosci.\u00a07(7), 523\u2013534 (2006)","journal-title":"Nat Rev. Neurosci."},{"issue":"4","key":"14_CR3","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1002\/hbm.460020402","volume":"2","author":"K.J. Friston","year":"1995","unstructured":"Friston, K.J., Holmes, A.P., Worsley, K.J., Poline, J.B., Frith, C.D., Frackowiak, R.S.J.: Statistical Parametric Maps in Functional Imaging: A General Linear Approach. Hum. Brain Mapp.\u00a02(4), 189\u2013210 (1995)","journal-title":"Hum. Brain Mapp."},{"issue":"5539","key":"14_CR4","doi-asserted-by":"publisher","first-page":"2425","DOI":"10.1126\/science.1063736","volume":"293","author":"J.V. Haxby","year":"2001","unstructured":"Haxby, J.V., Gobbini, M.I., Furey, M.L., Ishai, A., Aschouten, J.L., Pietrini, P.: Distributed and Overlapping Representations of Faces and Objects in Ventral Temporal Cortex. Science\u00a0293(5539), 2425\u20132430 (2001)","journal-title":"Science"},{"key":"14_CR5","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1023\/B:MACH.0000035475.85309.1b","volume":"57","author":"T. Mitchell","year":"2004","unstructured":"Mitchell, T., Hutchinson, R., Niculescu, R., Pereira, F., Wang, X., Just, M., Newman, S.: Learning to Decode Cognitive States from Brain Images. Mach. Learn.\u00a057, 145\u2013175 (2004)","journal-title":"Mach. Learn."},{"key":"14_CR6","doi-asserted-by":"crossref","unstructured":"Damon, C., Pinel, P., Perrot, M., Michel, V., Duchesnay, E., Poline, J.B., Thirion, B.: Discriminating between Populations of Subjects based on fMRI Data Using Sparse Features Selection and SRDA Classifier. In: MICCAI Analysis of Functional Medical Images Workshop, pp. 25\u201332 (2008)","DOI":"10.1016\/S1053-8119(09)70552-X"},{"issue":"5","key":"14_CR7","doi-asserted-by":"publisher","first-page":"686","DOI":"10.1038\/nn1445","volume":"8","author":"J.D. Haynes","year":"2005","unstructured":"Haynes, J.D., Rees, G.: Predicting the Orientation of Invisible Stimuli from Activity in Human Primary Visual Cortex. Nat. Neurosci.\u00a08(5), 686\u2013691 (2005)","journal-title":"Nat. Neurosci."},{"issue":"2","key":"14_CR8","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1016\/S1053-8119(03)00049-1","volume":"19","author":"D. Cox","year":"2003","unstructured":"Cox, D., Savoy, R.: Functional Magnetic Resonance Imaging (fMRI) \u201cBrain Reading\u201d: Detecting and Classifying Distributed Patterns of fMRI Activity in Human Visual Cortex. NeuroImage\u00a019(2), 261\u2013270 (2003)","journal-title":"NeuroImage"},{"key":"14_CR9","unstructured":"Balci, S.K., Sabuncu, M.R., Yoo, J., Ghosh, S.S., Gabrieli, S.W., Gabrieli, J.D.E., Golland, P.: Prediction of Successful Memory Encoding from fMRI Data. In: MICCAI Analysis of Functional Medical Images Workshop, pp. 97\u2013104 (2008)"},{"key":"14_CR10","doi-asserted-by":"publisher","first-page":"704","DOI":"10.1162\/jocn.2003.15.5.704","volume":"15","author":"T.A. Carlson","year":"2003","unstructured":"Carlson, T.A., Schrater, P., He, S.: Patterns of Activity in the Categorical Representations of Objects. J. Cogn. Neurosci.\u00a015, 704\u2013717 (2003)","journal-title":"J. Cogn. Neurosci."},{"key":"14_CR11","doi-asserted-by":"publisher","first-page":"1414","DOI":"10.1016\/j.neuroimage.2008.05.050","volume":"42","author":"O. Yamashita","year":"2008","unstructured":"Yamashita, O., Sato, M., Yoshioka, T., Tong, F., Kamitani, Y.: Sparse Estimation Automatically Selects Voxels Relevant for the Decoding of fMRI Activity Patterns. NeuroImage\u00a042, 1414\u20131429 (2008)","journal-title":"NeuroImage"},{"key":"14_CR12","doi-asserted-by":"publisher","first-page":"752","DOI":"10.1016\/j.neuroimage.2010.02.040","volume":"51","author":"S. Ryali","year":"2010","unstructured":"Ryali, S., Supekar, K., Abrams, D.A., Menon, V.: Sparse Logistic Regression for Whole-brain Classification of fMRI Data. NeuroImage\u00a051, 752\u2013764 (2010)","journal-title":"NeuroImage"},{"key":"14_CR13","doi-asserted-by":"crossref","unstructured":"Carroll, M.K., Cecchi, G.A., Rish, I., Garg, R., Rao, A.R.: Prediction and Interpretation of Distributed Neural Activity with Sparse Models, vol. 44, pp. 112\u2013122 (2009)","DOI":"10.1016\/j.neuroimage.2008.08.020"},{"issue":"2","key":"14_CR14","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1198\/106186006X113430","volume":"15","author":"H. Zou","year":"2006","unstructured":"Zou, H., Hastie, T., Tibshirani, R.: Sparse Principal Component Analysis. J. Comp. Graph. Stat.\u00a015(2), 265\u2013286 (2006)","journal-title":"J. Comp. Graph. Stat."},{"key":"14_CR15","doi-asserted-by":"crossref","unstructured":"Cai, D., He, X., Han, J.: SRDA: Spectral Regression: A Unified Approach for Sparse Subspace Learning. In: Int. Conf. Data Mining, pp. 73\u201382 (2007)","DOI":"10.1109\/ICDM.2007.89"},{"key":"14_CR16","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","volume":"B67","author":"H. Zou","year":"2005","unstructured":"Zou, H., Hastie, T.: Regularization and Variable Selection via the Elastic Net. J. Royal Stat. Soc.\u00a0B67, 301\u2013320 (2005)","journal-title":"J. Royal Stat. Soc."},{"issue":"1","key":"14_CR17","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1109\/TPAMI.2007.250598","volume":"29","author":"S. Yan","year":"2007","unstructured":"Yan, S., Xu, D., Zhang, B., Zhang, H.J., Yang, Q., Lin, S.: Graph Embedding and Extension: A General Framework for Dimensionality Reduction. IEEE Trans. Pat. Ana. Machine Intell.\u00a029(1), 40\u201350 (2007)","journal-title":"IEEE Trans. Pat. Ana. Machine Intell."},{"key":"14_CR18","unstructured":"http:\/\/www.cs.cmu.edu\/afs\/cs.cmu.edu\/project\/theo-81\/www\/"},{"key":"14_CR19","doi-asserted-by":"publisher","first-page":"678","DOI":"10.1002\/hbm.20210","volume":"27","author":"B. Thirion","year":"2006","unstructured":"Thirion, B., Flandin, G., Pinel, P., Roche, A., Poline, J.B.: Dealing with the Shortcomings of Spatial Normalization: Multi-subject Parcellation of fMRI Datasets. Hum. Brain Mapp.\u00a027, 678\u2013693 (2006)","journal-title":"Hum. Brain Mapp."},{"key":"14_CR20","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1038\/383254a0","volume":"383","author":"R. Vandenberghe","year":"1996","unstructured":"Vandenberghe, R., Price, C., Wise, R., Josephs, O., Frackowiak, R.S.J.: Functional Anatomy of a Common Semantic System for Words and Pictures. Nature\u00a0383, 254\u2013256 (1996)","journal-title":"Nature"}],"container-title":["Lecture Notes in Computer Science","Machine Learning in Medical Imaging"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-15948-0_14.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,23]],"date-time":"2020-11-23T21:43:23Z","timestamp":1606167803000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-15948-0_14"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642159473","9783642159480"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-15948-0_14","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2010]]}}}