{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,8]],"date-time":"2024-09-08T23:38:47Z","timestamp":1725838727670},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319263496"},{"type":"electronic","value":"9783319263502"}],"license":[{"start":{"date-parts":[[2015,1,1]],"date-time":"2015-01-01T00:00:00Z","timestamp":1420070400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2015]]},"DOI":"10.1007\/978-3-319-26350-2_26","type":"book-chapter","created":{"date-parts":[[2015,11,21]],"date-time":"2015-11-21T10:59:35Z","timestamp":1448103575000},"page":"298-308","source":"Crossref","is-referenced-by-count":4,"title":["Stable Feature Selection with Support Vector Machines"],"prefix":"10.1007","author":[{"given":"Iman","family":"Kamkar","sequence":"first","affiliation":[]},{"given":"Sunil Kumar","family":"Gupta","sequence":"additional","affiliation":[]},{"given":"Dinh","family":"Phung","sequence":"additional","affiliation":[]},{"given":"Svetha","family":"Venkatesh","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,11,22]]},"reference":[{"issue":"1","key":"26_CR1","doi-asserted-by":"publisher","first-page":"115","DOI":"10.1111\/j.1541-0420.2007.00843.x","volume":"64","author":"HD Bondell","year":"2008","unstructured":"Bondell, H.D., Reich, B.J.: Simultaneous regression shrinkage, variable selection, and supervised clustering of predictors with oscar. Biometrics 64(1), 115\u2013123 (2008)","journal-title":"Biometrics"},{"issue":"1","key":"26_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1561\/2200000016","volume":"3","author":"S Boyd","year":"2011","unstructured":"Boyd, S., Parikh, N., Chu, E., Peleato, B., Eckstein, J.: Distributed optimization and statistical learning via the alternating direction method of multipliers. Found. Trends Mach. Learn. 3(1), 1\u2013122 (2011)","journal-title":"Found. Trends Mach. Learn."},{"issue":"11","key":"26_CR3","doi-asserted-by":"publisher","first-page":"1835","DOI":"10.1016\/j.jspi.2013.05.019","volume":"143","author":"P B\u00fchlmann","year":"2013","unstructured":"B\u00fchlmann, P., R\u00fctimann, P., van de Geer, S., Zhang, C.H.: Correlated variables in regression: clustering and sparse estimation. J. Stat. Planning Infer. 143(11), 1835\u20131858 (2013)","journal-title":"J. Stat. Planning Infer."},{"issue":"12","key":"26_CR4","doi-asserted-by":"publisher","first-page":"2214","DOI":"10.1002\/1097-0142(20010615)91:12<2214::AID-CNCR1251>3.0.CO;2-P","volume":"91","author":"JJ Caro","year":"2001","unstructured":"Caro, J.J., Salas, M., Ward, A., Goss, G.: Anemia as an independent prognostic factor for survival in patients with cancer. Cancer 91(12), 2214\u20132221 (2001)","journal-title":"Cancer"},{"issue":"12","key":"26_CR5","doi-asserted-by":"publisher","first-page":"1160","DOI":"10.1093\/aje\/kwh161","volume":"159","author":"SS Coughlin","year":"2004","unstructured":"Coughlin, S.S., Calle, E.E., Teras, L.R., Petrelli, J., Thun, M.J.: Diabetes mellitus as a predictor of cancer mortality in a large cohort of us adults. Am. J. Epidemiol. 159(12), 1160\u20131167 (2004)","journal-title":"Am. J. Epidemiol."},{"issue":"3","key":"26_CR6","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1016\/j.jchf.2013.01.008","volume":"1","author":"ZJ Eapen","year":"2013","unstructured":"Eapen, Z.J., Liang, L., Fonarow, G.C., Heidenreich, P.A., Curtis, L.H., Peterson, E.D., Hernandez, A.F.: Validated, electronic health record deployable prediction models for assessing patient risk of 30-day rehospitalization and mortality in older heart failure patients. JACC Heart Fail. 1(3), 245\u2013251 (2013)","journal-title":"JACC Heart Fail."},{"issue":"2","key":"26_CR7","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1093\/bioinformatics\/bth469","volume":"21","author":"L Ein-Dor","year":"2005","unstructured":"Ein-Dor, L., Kela, I., Getz, G., Givol, D., Domany, E.: Outcome signature genes in breast cancer: is there a unique set? Bioinformatics 21(2), 171\u2013178 (2005)","journal-title":"Bioinformatics"},{"key":"26_CR8","unstructured":"Fan, J., Li, R.: Statistical challenges with high dimensionality: feature selection in knowledge discovery (2006). arXiv preprint math\/0602133"},{"key":"26_CR9","volume-title":"Data Mining: Concepts and Techniques","author":"J Han","year":"2011","unstructured":"Han, J., Kamber, M., Pei, J.: Data Mining: Concepts and Techniques. Elsevier, Massachussets (2011)"},{"key":"26_CR10","doi-asserted-by":"publisher","first-page":"277","DOI":"10.1016\/j.jbi.2014.11.013","volume":"53","author":"I Kamkar","year":"2015","unstructured":"Kamkar, I., Gupta, S.K., Phung, D., Venkatesh, S.: Stable feature selection for clinical prediction: exploiting ICD tree structure using tree-lasso. J. Biomed. Inf. 53, 277\u2013290 (2015)","journal-title":"J. Biomed. Inf."},{"issue":"6","key":"26_CR11","doi-asserted-by":"crossref","first-page":"845","DOI":"10.1093\/clinchem\/37.6.845","volume":"37","author":"J Mair","year":"1991","unstructured":"Mair, J., Artner-Dworzak, E., Lechleitner, P., Smidt, J., Wagner, I., Dienstl, F., Puschendorf, B.: Cardiac troponin T in diagnosis of acute myocardial infarction. Clin. Chem. 37(6), 845\u2013852 (1991)","journal-title":"Clin. Chem."},{"key":"26_CR12","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"313","DOI":"10.1007\/978-3-540-87481-2_21","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"Y Saeys","year":"2008","unstructured":"Saeys, Y., Abeel, T., Van de Peer, Y.: Robust feature selection using ensemble feature selection techniques. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part II. LNCS (LNAI), vol. 5212, pp. 313\u2013325. Springer, Heidelberg (2008)"},{"issue":"1","key":"26_CR13","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"R Tibshirani","year":"1996","unstructured":"Tibshirani, R.: Regression shrinkage and selection via the lasso. J. Roy. Stat. Soc. Ser. B (Methodological) 58(1), 267\u2013288 (1996)","journal-title":"J. Roy. Stat. Soc. Ser. B (Methodological)"},{"issue":"1","key":"26_CR14","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1111\/j.1467-9868.2005.00490.x","volume":"67","author":"R Tibshirani","year":"2005","unstructured":"Tibshirani, R., Saunders, M., Rosset, S., Zhu, J., Knight, K.: Sparsity and smoothness via the fused lasso. J. Roy. Stat. Soc. Ser. B (Statist. Method.) 67(1), 91\u2013108 (2005)","journal-title":"J. Roy. Stat. Soc. Ser. B (Statist. Method.)"},{"issue":"25","key":"26_CR15","doi-asserted-by":"publisher","first-page":"1999","DOI":"10.1056\/NEJMoa021967","volume":"347","author":"MJ Vijver Van De","year":"2002","unstructured":"Van De Vijver, M.J., He, Y.D., van\u2019t Veer, L.J., Hart, A.A., Voskuil, D.W., Schreiber, G.J., Peterse, J.L., Roberts, C., Marton, M.J., Marton, M.J., et al.: A gene-expression signature as a predictor of survival in breast cancer. N. Engl. J. Med. 347(25), 1999\u20132009 (2002)","journal-title":"N. Engl. J. Med."},{"issue":"2","key":"26_CR16","first-page":"589","volume":"16","author":"L Wang","year":"2006","unstructured":"Wang, L., Zhu, J., Zou, H.: The doubly regularized support vector machine. Stat. Sinica 16(2), 589 (2006)","journal-title":"Stat. Sinica"},{"key":"26_CR17","unstructured":"Ye, G.B., Chen, Y., Xie, X.: Efficient variable selection in support vector machines via the alternating direction method of multipliers. In: International Conference on Artificial Intelligence and Statistics, pp. 832\u2013840 (2011)"},{"key":"26_CR18","doi-asserted-by":"crossref","unstructured":"Yu, L., Ding, C., Loscalzo, S.: Stable feature selection via dense feature groups. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 803\u2013811. ACM (2008)","DOI":"10.1145\/1401890.1401986"},{"issue":"1","key":"26_CR19","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1111\/j.1467-9868.2005.00532.x","volume":"68","author":"M Yuan","year":"2006","unstructured":"Yuan, M., Lin, Y.: Model selection and estimation in regression with grouped variables. J. Roy. Stat. Soc. Ser. B (Stat. Method.) 68(1), 49\u201367 (2006)","journal-title":"J. Roy. Stat. Soc. Ser. B (Stat. Method.)"},{"key":"26_CR20","first-page":"2541","volume":"7","author":"P Zhao","year":"2006","unstructured":"Zhao, P., Yu, B.: On model selection consistency of lasso. J. Mach. Learn. Res. 7, 2541\u20132563 (2006)","journal-title":"J. Mach. Learn. Res."},{"issue":"1","key":"26_CR21","first-page":"49","volume":"16","author":"J Zhu","year":"2004","unstructured":"Zhu, J., Rosset, S., Hastie, T., Tibshirani, R.: 1-norm support vector machines. Adv. Neural Inf. Process. Syst. 16(1), 49\u201356 (2004)","journal-title":"Adv. Neural Inf. Process. Syst."},{"issue":"2","key":"26_CR22","doi-asserted-by":"publisher","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","volume":"67","author":"H Zou","year":"2005","unstructured":"Zou, H., Hastie, T.: Regularization and variable selection via the elastic net. J. Roy. Stat. Soc. Ser. B (Stat. Method.) 67(2), 301\u2013320 (2005)","journal-title":"J. Roy. Stat. Soc. Ser. B (Stat. Method.)"}],"container-title":["Lecture Notes in Computer Science","AI 2015: Advances in Artificial Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-26350-2_26","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,12]],"date-time":"2024-06-12T16:09:39Z","timestamp":1718208579000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-26350-2_26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015]]},"ISBN":["9783319263496","9783319263502"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-26350-2_26","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2015]]}}}