{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T23:27:05Z","timestamp":1771543625136,"version":"3.50.1"},"reference-count":30,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"5","license":[{"start":{"date-parts":[[2012,5,1]],"date-time":"2012-05-01T00:00:00Z","timestamp":1335830400000},"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. Neural Netw. Learning Syst."],"published-print":{"date-parts":[[2012,5]]},"DOI":"10.1109\/tnnls.2012.2183644","type":"journal-article","created":{"date-parts":[[2012,4,4]],"date-time":"2012-04-04T19:42:40Z","timestamp":1333568560000},"page":"800-811","source":"Crossref","is-referenced-by-count":23,"title":["Regularization Path for <formula formulatype=\"inline\"><tex Notation=\"TeX\">$\\nu$<\/tex> <\/formula>-Support Vector Classification"],"prefix":"10.1109","volume":"23","author":[{"family":"Bin Gu","sequence":"first","affiliation":[]},{"family":"Jian-Dong Wang","sequence":"additional","affiliation":[]},{"family":"Guan-Sheng Zheng","sequence":"additional","affiliation":[]},{"family":"Yue-Cheng Yu","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2007.19.3.792"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1214\/11-AOS878"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/1273496.1273616"},{"key":"ref12","first-page":"1713","article-title":"Considering cost asymmetry in learning classifiers","volume":"7","author":"bach","year":"2006","journal-title":"J Mach Learn Res"},{"key":"ref13","first-page":"1391","article-title":"A least-squares approach to direct importance estimation","volume":"10","author":"kanamori","year":"2009","journal-title":"J Mach Learn Res"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2008.10-07-628"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1109\/TNN.2009.2039000","article-title":"An improved algorithm for the solution of the regularization path of support vector machine","volume":"21","author":"ong","year":"2010","journal-title":"IEEE Trans Neural Netw"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2011.2106219"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1162\/089976600300015565"},{"key":"ref18","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/4175.001.0001","author":"sch\u00f6lkopf","year":"2001","journal-title":"Learning With Kernels Support Vector Machines Regularization Optimization and Beyond"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2003.1233901"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/1961189.1961199"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"1292","DOI":"10.1109\/TSMCB.2009.2015672","article-title":"Fast and efficient strategies for model selection of gaussian support vector machine","volume":"39","author":"xu","year":"2009","journal-title":"Trans Sys Man Cyber Part B"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2010.29"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2009.2038695"},{"key":"ref6","first-page":"1391","article-title":"The entire regularization path for the support vector machine","volume":"5","author":"hastie","year":"2004","journal-title":"J Mach Learn Res"},{"key":"ref29","author":"frank","year":"0","journal-title":"UCI Machine Learning Repository"},{"key":"ref5","first-page":"1137","article-title":"A study of cross-validation and bootstrap for accuracy estimation and model selection","author":"kohavi","year":"1995","journal-title":"Proc Int Joint Conf Artificial Intell"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TNN.2008.2002077"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2007.19.6.1633"},{"key":"ref2","article-title":"An efficient method for gradient-based adaptation of hyperparameters in svm models","author":"keerthi","year":"2007","journal-title":"Advances in neural information processing systems"},{"key":"ref9","first-page":"2473","article-title":"Bi-level path following for cross validated solution of kernel quantile regression","volume":"10","author":"rosset","year":"2009","journal-title":"J Mach Learn Res"},{"key":"ref1","author":"vapnik","year":"1998","journal-title":"Statistical Learning Theory"},{"key":"ref20","first-page":"90","article-title":"An effective regularization path for nu-support vector classification","author":"gu","year":"2009","journal-title":"Proc 3rd Int Symp Intell Inf Technol Appl"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511804441"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1162\/089976601750399335"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/72.963765"},{"key":"ref23","first-page":"1909","article-title":"Incremental support vector learning: Analysis, implementation and applications","volume":"7","author":"laskov","year":"2006","journal-title":"J Mach Learn Res"},{"key":"ref26","first-page":"1364","article-title":"On-line off-line ranking support vector machine and analysis","author":"gu","year":"2008","journal-title":"Proc IEEE Neural Netw World Cong Comput Intell Int Joint Conf"},{"key":"ref25","author":"householder","year":"1974","journal-title":"The Theory of Matrices in Numerical Analysis"}],"container-title":["IEEE Transactions on Neural Networks and Learning Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/5962385\/6191387\/06178801.pdf?arnumber=6178801","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T11:44:21Z","timestamp":1742903061000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/6178801\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,5]]},"references-count":30,"journal-issue":{"issue":"5"},"URL":"https:\/\/doi.org\/10.1109\/tnnls.2012.2183644","relation":{},"ISSN":["2162-237X","2162-2388"],"issn-type":[{"value":"2162-237X","type":"print"},{"value":"2162-2388","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,5]]}}}