{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T18:24:15Z","timestamp":1743099855709,"version":"3.40.3"},"publisher-location":"Heidelberg","reference-count":25,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319009681"},{"type":"electronic","value":"9783319009698"}],"license":[{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013]]},"DOI":"10.1007\/978-3-319-00969-8_56","type":"book-chapter","created":{"date-parts":[[2013,5,23]],"date-time":"2013-05-23T02:14:36Z","timestamp":1369275276000},"page":"569-578","source":"Crossref","is-referenced-by-count":0,"title":["Diagnosis of Bipolar Disorder Based on Principal Component Analysis and SVM"],"prefix":"10.1007","author":[{"given":"M.","family":"Termenon","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Manuel","family":"Gra\u00f1a","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A.","family":"Besga","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J.","family":"Echeveste","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"J. M.","family":"P\u00e9rez","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"A.","family":"Gonzalez-Pinto","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"issue":"2","key":"56_CR1","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1016\/j.biopsych.2005.03.022","volume":"58","author":"C.M. Adler","year":"2005","unstructured":"Adler, C.M., Levine, A.D., DelBello, M.P., Strakowski, S.M.: Changes in gray matter volume in patients with bipolar disorder. Biological Psychiatry\u00a058(2), 151\u2013157 (2005)","journal-title":"Biological Psychiatry"},{"issue":"1","key":"56_CR2","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/j.neulet.2012.05.033","volume":"520","author":"A. Besga","year":"2012","unstructured":"Besga, A., Termenon, M., Gra\u00f1a, M., Echeveste, J., P\u00e9rez, J.M., Gonzalez-Pinto, A.: Discovering Alzheimer\u2019s disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features. Neuroscience Letters\u00a0520(1), 71\u201376 (2012)","journal-title":"Neuroscience Letters"},{"key":"56_CR3","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1023\/A:1009715923555","volume":"2","author":"C.J.C. Burges","year":"1998","unstructured":"Burges, C.J.C.: A tutorial on support vector machines for pattern recognition. Data Mining and Knowledge Discovery\u00a02, 121\u2013167 (1998)","journal-title":"Data Mining and Knowledge Discovery"},{"issue":"4","key":"56_CR4","doi-asserted-by":"publisher","first-page":"509","DOI":"10.1109\/TMI.2007.908685","volume":"27","author":"S. Duchesne","year":"2008","unstructured":"Duchesne, S., Caroli, A., Geroldi, C., Barillot, C., Frisoni, G.B., Collins, D.L.: MRI-Based automated computer classification of probable AD versus normal controls. IEEE Transactions on Medical Imaging\u00a027(4), 509\u2013520 (2008)","journal-title":"IEEE Transactions on Medical Imaging"},{"issue":"1","key":"56_CR5","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1109\/TMI.2006.886812","volume":"26","author":"Y. Fan","year":"2007","unstructured":"Fan, Y., Shen, D., Gur, R.C., Gur, R.E., Davatzikos, C.: COMPARE: classification of morphological patterns using adaptive regional elements. IEEE Transactions on Medical Imaging\u00a026(1), 93\u2013105 (2007) PMID: 17243588","journal-title":"IEEE Transactions on Medical Imaging"},{"key":"56_CR6","unstructured":"Frackowiak, R.S.J.: Human Brain Function. Academic Press (2004)"},{"issue":"3","key":"56_CR7","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1016\/j.neulet.2011.07.049","volume":"502","author":"M. Gra\u00f1a","year":"2011","unstructured":"Gra\u00f1a, M., Termenon, M., Savio, A., Gonzalez-Pinto, A., Echeveste, J., P\u00e9rez, J.M., Besga, A.: Computer aided diagnosis system for alzheimer disease using brain diffusion tensor imaging features selected by pearson\u2019s correlation. Neuroscience Letters\u00a0502(3), 225\u2013229 (2011) PMID: 21839143","journal-title":"Neuroscience Letters"},{"issue":"3","key":"56_CR8","doi-asserted-by":"publisher","first-page":"344","DOI":"10.1016\/j.jad.2011.03.016","volume":"132","author":"J. Houenou","year":"2011","unstructured":"Houenou, J., Frommberger, J., Carde, S., Glasbrenner, M., Diener, C., Leboyer, M., Wessa, M.: Neuroimaging-based markers of bipolar disorder: Evidence from two meta-analyses. Journal of Affective Disorders\u00a0132(3), 344\u2013355 (2011)","journal-title":"Journal of Affective Disorders"},{"key":"56_CR9","unstructured":"Jolliffe, I.T.: Principal Component Analysis. Springer (October 2002)"},{"issue":"6","key":"56_CR10","doi-asserted-by":"publisher","first-page":"512","DOI":"10.1007\/s11920-007-0070-2","volume":"9","author":"M.T. Keener","year":"2007","unstructured":"Keener, M.T., Phillips, M.L.: Neuroimaging in bipolar disorder: A critical review of current findings. Current Psychiatry Reports\u00a09(6), 512\u2013520 (2007) PMID: 18221633 PMCID: PMC2686113","journal-title":"Current Psychiatry Reports"},{"issue":"1","key":"56_CR11","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1109\/TMI.2007.906091","volume":"27","author":"N. Lepore","year":"2008","unstructured":"Lepore, N., Brun, C., Chou, Y.Y., Chiang, M.C., Dutton, R.A., Hayashi, K.M., Luders, E., Lopez, O.L., Aizenstein, H.J., Toga, A.W., Becker, J.T., Thompson, P.M.: Generalized tensor-based morphometry of HIV\/AIDS using multivariate statistics on deformation tensors. IEEE Transactions on Medical Imaging\u00a027(1), 129\u2013141 (2008) PMID: 18270068","journal-title":"IEEE Transactions on Medical Imaging"},{"issue":"1-2","key":"56_CR12","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1016\/S0920-9964(00)00171-7","volume":"53","author":"P.G. Nestor","year":"2002","unstructured":"Nestor, P.G., O\u2019Donnell, B.F., McCarley, R.W., Niznikiewicz, M., Barnard, J., Jen Shen, Z., Bookstein, F.L., Shenton, M.E.: A new statistical method for testing hypotheses of neuropsychological\/MRI relationships in schizophrenia: partial least squares analysis. Schizophrenia Research\u00a053(1-2), 57\u201366 (2002)","journal-title":"Schizophrenia Research"},{"issue":"1-3","key":"56_CR13","doi-asserted-by":"publisher","first-page":"307","DOI":"10.1016\/j.jad.2007.08.018","volume":"107","author":"B. Ng","year":"2008","unstructured":"Ng, B., Camacho, A., Lara, D.R., Brunstein, M.G., Pinto, O.C., Akiskal, H.S.: A case series on the hypothesized connection between dementia and bipolar spectrum disorders: bipolar type VI?. Journal of Affective Disorders\u00a0107(1-3), 307\u2013315 (2008) PMID: 17889374","journal-title":"Journal of Affective Disorders"},{"issue":"3","key":"56_CR14","doi-asserted-by":"publisher","first-page":"606","DOI":"10.1016\/j.neuroimage.2012.03.079","volume":"61","author":"M. Nieuwenhuis","year":"2012","unstructured":"Nieuwenhuis, M., van Haren, N.E.M., Hulshoff Pol, H.E., Cahn, W., Kahn, R.S., Schnack, H.G.: Classification of schizophrenia patients and healthy controls from structural MRI scans in two large independent samples. NeuroImage\u00a061(3), 606\u2013612 (2012)","journal-title":"NeuroImage"},{"key":"56_CR15","unstructured":"Van Rijsbergen, C.J.: Information retrieval. Butterworths (1979)"},{"key":"56_CR16","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1016\/j.compbiomed.2011.05.010","volume":"41","author":"A. Savio","year":"2011","unstructured":"Savio, A., Garcia-Sebastian, M.T., Chyzhyk, D., Hernandez, C., Gra\u00f1a, M., Sistiaga, A., Lopez de Munain, A., Villanua, J.: Neurocognitive disorder detection based on feature vectors extracted from vbm analysis of structural mri. Computers in Biology and Medicine\u00a041, 600\u2013610 (2011)","journal-title":"Computers in Biology and Medicine"},{"key":"56_CR17","unstructured":"Savio, A., Gra\u00f1a, M.: Supervised classification using deformation-based features for alzheimer\u2019s disease detection on the OASIS cross-sectional database. In: Frontiers in Artificial Intelligence and Applications, vol.\u00a0243 (2012)"},{"key":"56_CR18","unstructured":"Smith, L.: A tutorial on principal component analysis. Technical report, Department of Computer Science, University of Otago (2002) \n                      http:\/\/www.cs.otago.ac.nz\/cosc453\/student_tutorials\/principal_components.pdf"},{"issue":"suppl. 1","key":"56_CR19","doi-asserted-by":"publisher","first-page":"208","DOI":"10.1016\/j.neuroimage.2004.07.051","volume":"23","author":"S.M. Smith","year":"2004","unstructured":"Smith, S.M., Jenkinson, M., Woolrich, M.W., Beckmann, C.F., Behrens, T.E.J., Johansen-Berg, H., Bannister, P.R., De Luca, M., Drobnjak, I., Flitney, D.E., Niazy, R.K., Saunders, J., Vickers, J., Zhang, Y., De Stefano, N., Brady, J.M., Matthews, P.M.: Advances in functional and structural MR image analysis and implementation as FSL. NeuroImage\u00a023(suppl. 1), S208\u2013S219 (2004) PMID: 15501092","journal-title":"NeuroImage"},{"issue":"3","key":"56_CR20","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1001\/archpsyc.56.3.254","volume":"56","author":"S.M. Strakowski","year":"1999","unstructured":"Strakowski, S.M., DelBello, M.P.: Brain magnetic resonance imaging of structural abnormalities in bipolar disorder. Archives of General Psychiatry\u00a056(3), 254\u2013260 (1999)","journal-title":"Archives of General Psychiatry"},{"issue":"3","key":"56_CR21","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1034\/j.1399-5618.2000.020302.x","volume":"2","author":"S.M. Strakowski","year":"2000","unstructured":"Strakowski, S.M., DelBello, M.P., Adler, C., Cecil, K.M., Sax, K.W.: Neuroimaging in bipolar disorder. Bipolar Disorders\u00a02(3), 148\u2013164 (2000)","journal-title":"Bipolar Disorders"},{"key":"56_CR22","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"448","DOI":"10.1007\/978-3-642-28931-6_43","volume-title":"Hybrid Artificial Intelligent Systems","author":"M. Termenon","year":"2012","unstructured":"Termenon, M., Gra\u00f1a, M., Barr\u00f3s-Loscertales, A., Bustamante, J.C., \u00c1vila, C.: Cocaine dependent classification using brain magnetic resonance imaging. In: Corchado, E., Sn\u00e1\u0161el, V., Abraham, A., Wo\u017aniak, M., Gra\u00f1a, M., Cho, S.-B. (eds.) HAIS 2012, Part II. LNCS, vol.\u00a07209, pp. 448\u2013454. Springer, Heidelberg (2012)"},{"key":"56_CR23","doi-asserted-by":"crossref","unstructured":"Termenon, M., Gra\u00f1a, M., Besga, A., Echeveste, J., Gonzalez-Pinto, A.: Lattice independent component analysis feature selection on diffusion weighted imaging for alzheimer\u2019s disease classification. Neurocomputing (2012)","DOI":"10.1016\/j.neucom.2012.08.044"},{"key":"56_CR24","unstructured":"Vapnik, V.N.: Statistical Learning Theory. Wiley-Interscience (September 1998)"},{"issue":"4","key":"56_CR25","doi-asserted-by":"publisher","first-page":"886","DOI":"10.1093\/schbul\/sbm057","volume":"33","author":"E. Vieta","year":"2007","unstructured":"Vieta, E., Phillips, M.L.: Deconstructing bipolar disorder: A critical review of its diagnostic validity and a proposal for DSM-V and ICD-11. Schizophrenia Bulletin\u00a033(4), 886\u2013892 (2007)","journal-title":"Schizophrenia Bulletin"}],"container-title":["Advances in Intelligent Systems and Computing","Proceedings of the 8th International Conference on Computer Recognition Systems CORES 2013"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-00969-8_56","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,19]],"date-time":"2023-02-19T12:54:59Z","timestamp":1676811299000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-00969-8_56"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783319009681","9783319009698"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-00969-8_56","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2013]]}}}