{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T13:56:20Z","timestamp":1761486980748,"version":"3.38.0"},"reference-count":30,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2003,5,1]],"date-time":"2003-05-01T00:00:00Z","timestamp":1051747200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Pattern Anal. Mach. Intell."],"published-print":{"date-parts":[[2003,5]]},"DOI":"10.1109\/tpami.2003.1195996","type":"journal-article","created":{"date-parts":[[2003,5,2]],"date-time":"2003-05-02T18:30:27Z","timestamp":1051900227000},"page":"623-628","source":"Crossref","is-referenced-by-count":142,"title":["Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces"],"prefix":"10.1109","volume":"25","author":[{"given":"S.","family":"Mika","sequence":"first","affiliation":[{"name":"Fraunhofer FIRST, Berlin, Germany"}]},{"given":"G.","family":"Ratsch","sequence":"additional","affiliation":[]},{"given":"J.","family":"Weston","sequence":"additional","affiliation":[]},{"given":"B.","family":"Scholkopf","sequence":"additional","affiliation":[]},{"given":"A.","family":"Smola","sequence":"additional","affiliation":[]},{"given":"K.-R.","family":"Muller","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"volume-title":"Principal Component Neural Networks","year":"1996","author":"Diamantaras","key":"ref1"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1162\/089976698300017467"},{"volume-title":"Pattern Classification and Scene Analysis","year":"1973","author":"Duda","key":"ref3"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1111\/j.1469-1809.1936.tb02137.x"},{"key":"ref5","first-page":"591","article-title":"A Mathematical Programming Approach to the Kernel Fisher Algorithm","volume-title":"Proc. Conf. Neural Information Processing Systems","volume":"13","author":"Mika"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-49430-8_13"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/4175.001.0001"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/NNSP.1999.788121"},{"key":"ref9","first-page":"568","article-title":"Nonlinear Discriminant Analysis Using Kernel Functions","volume-title":"Proc. Conf. Advances in Neural Information Processing Systems","volume":"12","author":"Roth"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1162\/089976600300014980"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/72.914517"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/130385.130401"},{"volume-title":"Statistical Learning Theory","year":"1998","author":"Vapnik","key":"ref13"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2002.1033211"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-44581-1_27"},{"key":"ref16","first-page":"515","article-title":"Ridge Regression Learning Algorithm in Dual Variables","volume-title":"Proc. 15th Int\u2019l Conf. Machine Learning","author":"Saunders"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1023\/A:1018628609742"},{"key":"ref18","first-page":"652","article-title":"The Relevance Vector Machine","volume-title":"Proc. Conf. Advances in Neural Information Processing Systems","volume":"12","author":"Tipping"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1093\/oso\/9780198538493.001.0001"},{"article-title":"Bayesian Framework for Least Squares Support Vector Machine Classifiers, Gaussian Processs and Kernel Fisher Discriminant Analysis","year":"2001","author":"Gestel","key":"ref20"},{"key":"ref21","first-page":"98","article-title":"An Improved Training Algorithm for Kernel Fisher Discriminants","volume-title":"Proc. AISTATS","author":"Mika"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/S0893-6080(98)00032-X"},{"key":"ref23","first-page":"185","article-title":"Fast Training of Support Vector Machines Using Sequential Minimal Optimization","volume-title":"Advances in Kernel MethodsSupport Vector Learning","author":"Platt","year":"1999"},{"article-title":"SMO Algorithm for Least Squares SVM Formulations","year":"2002","author":"Keerthi","key":"ref24"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/72.788641"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1049\/cp:19991126"},{"issue":"no. 1-3","key":"ref27","first-page":"193","article-title":"Sparse Regression Ensembles in Infinite and Finite Hypothesis Spaces","volume-title":"Machine Learning","volume":"48","author":"R\u00e4tsch","year":"2002"},{"article-title":"UCI Repository of Machine Learning Databases","year":"1998","author":"Blake","key":"ref28"},{"volume-title":"benchmark repository used for the STATLOG competition","year":"2002","key":"ref29"},{"key":"ref30","first-page":"499","article-title":"Stability and Generalization","volume":"2","author":"Bousquet","year":"2002","journal-title":"J. Machine Learning Research"}],"container-title":["IEEE Transactions on Pattern Analysis and Machine Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/34\/26906\/01195996.pdf?arnumber=1195996","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,16]],"date-time":"2025-03-16T05:03:25Z","timestamp":1742101405000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/1195996\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003,5]]},"references-count":30,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/tpami.2003.1195996","relation":{},"ISSN":["0162-8828","2160-9292","1939-3539"],"issn-type":[{"type":"print","value":"0162-8828"},{"type":"electronic","value":"2160-9292"},{"type":"electronic","value":"1939-3539"}],"subject":[],"published":{"date-parts":[[2003,5]]}}}