{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T13:15:47Z","timestamp":1773148547502,"version":"3.50.1"},"publisher-location":"Berlin, Heidelberg","reference-count":19,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540453758","type":"print"},{"value":"9783540460565","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2006]]},"DOI":"10.1007\/11871842_78","type":"book-chapter","created":{"date-parts":[[2006,9,18]],"date-time":"2006-09-18T08:28:47Z","timestamp":1158568127000},"page":"767-774","source":"Crossref","is-referenced-by-count":7,"title":["Efficient Large Scale Linear Programming Support Vector Machines"],"prefix":"10.1007","author":[{"given":"Suvrit","family":"Sra","sequence":"first","affiliation":[]}],"member":"297","reference":[{"key":"78_CR1","first-page":"307","volume-title":"Advances in Kernel Methods","author":"K. Bennett","year":"1999","unstructured":"Bennett, K.: Combining support vector and mathematical programming methods for classification. In: Sch\u00f6lkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods, pp. 307\u2013326. MIT Press, Cambridge (1999)"},{"key":"78_CR2","doi-asserted-by":"crossref","unstructured":"Bradley, P.S., Mangasarian, O.L.: Massive data discrimination via linear support vector machines. Optimization Methods and Software\u00a013(1) (2000)","DOI":"10.1080\/10556780008805771"},{"key":"78_CR3","volume-title":"Parallel Optimization: Theory, Algorithms, and Applications","author":"Y. Censor","year":"1997","unstructured":"Censor, Y., Zenios, S.A.: Parallel Optimization: Theory, Algorithms, and Applications. Oxford University Press, Oxford (1997)"},{"key":"78_CR4","unstructured":"Chang, C.-C., Lin, C.-J.: LIBSVM: A libary for support vector machines (2001), http:\/\/www.csie.ntu.edu.tw\/~cjlin\/libsvm"},{"key":"78_CR5","doi-asserted-by":"crossref","unstructured":"Chapelle, O.: Training a support vector machine in the primal. Technical report, Max Planck Institute for Biological Cybernetics (2006)","DOI":"10.7551\/mitpress\/7496.003.0004"},{"key":"78_CR6","doi-asserted-by":"crossref","DOI":"10.1017\/CBO9780511801389","volume-title":"An introduction to support vector machines and other kernel-based learning methods","author":"N. Cristianini","year":"2000","unstructured":"Cristianini, N., Shawe-Taylor, J.: An introduction to support vector machines and other kernel-based learning methods. Cambridge University Press, Cambridge (2000)"},{"key":"78_CR7","unstructured":"Blake, C.L., Newman, D.J., Hettich, S., Merz, C.J.: UCI repository of machine learning databases (1998)"},{"key":"78_CR8","doi-asserted-by":"crossref","unstructured":"Graepel, T., Herbrich, R., Sch\u00f6lkopf, B., Smola, A., Bartlett, P., M\u00fcller, K.-R., Obermayer, K., Williamson, R.: Classification on proximity data with lp-machines. In: 9th Int. Conf. on Artificial Neural Networks: ICANN (1999)","DOI":"10.1049\/cp:19991126"},{"key":"78_CR9","doi-asserted-by":"crossref","unstructured":"Hildreth, C.: A quadratic programming procedure. Naval Res. Logist. Quarterly\u00a04 (1957)","DOI":"10.1002\/nav.3800040113"},{"key":"78_CR10","first-page":"42","volume-title":"Advances in Kernel Methods","author":"T. Joachims","year":"1999","unstructured":"Joachims, T.: Making large-scale SVM learning practical. In: Sch\u00f6lkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods, pp. 42\u201356. MIT Press, Cambridge (1999)"},{"key":"78_CR11","first-page":"361","volume":"5","author":"D.D. Lewis","year":"2004","unstructured":"Lewis, D.D., Yang, Y., Rose, T.G., Li, F.: RCV1: A new benchmark collection for text categorization research. Journal of Machine Learning Research\u00a05, 361\u2013397 (2004)","journal-title":"Journal of Machine Learning Research"},{"key":"78_CR12","doi-asserted-by":"crossref","first-page":"206","DOI":"10.1007\/BFb0121017","volume":"22","author":"O.L. Mangasarian","year":"1984","unstructured":"Mangasarian, O.L.: Normal solutions of linear programs. Mathematical Programming Study\u00a022, 206\u2013216 (1984)","journal-title":"Mathematical Programming Study"},{"key":"78_CR13","unstructured":"Mangasarian, O.L.: Exact 1-norm support vector machines via unconstrained convex differentiable minimization. Journal of Machine Learning Research (2006)"},{"key":"78_CR14","unstructured":"Mangasarian, O.L., Musicant, D.R.: Active support vector machine classification. In: NIPS (2001)"},{"key":"78_CR15","volume-title":"Directional Statistics","author":"K.V. Mardia","year":"2000","unstructured":"Mardia, K.V., Jupp, P.: Directional Statistics, 2nd edn. John Wiley and Sons Ltd., Chichester (2000)","edition":"2"},{"key":"78_CR16","first-page":"185","volume-title":"Advances in Kernel Methods","author":"J. Platt","year":"1999","unstructured":"Platt, J.: Fast training of support vector machines using sequential minimal optimization. In: Sch\u00f6lkopf, B., Burges, C., Smola, A. (eds.) Advances in Kernel Methods, pp. 185\u2013208. MIT Press, Cambridge (1999)"},{"key":"78_CR17","unstructured":"Prokhorov, D.: Slide presentation in IJCNN 2001, Ford Research Laboratory. IJCNN 2001 neural network competition (2001)"},{"key":"78_CR18","unstructured":"Sra, S., Jegelka, S.S.: SSLib: Sparse Matrix Manipulation Library (2006), http:\/\/www.cs.utexas.edu\/users\/suvrit\/work\/progs\/sparselib.html"},{"key":"78_CR19","doi-asserted-by":"crossref","unstructured":"Zhu, J., Rosset, S., Hastie, T., Tibshirani, R.: 1-norm support vector machines. In: NIPS (2004)","DOI":"10.1117\/12.497492"}],"container-title":["Lecture Notes in Computer Science","Machine Learning: ECML 2006"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/11871842_78.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,10]],"date-time":"2025-01-10T21:51:08Z","timestamp":1736545868000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/11871842_78"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006]]},"ISBN":["9783540453758","9783540460565"],"references-count":19,"URL":"https:\/\/doi.org\/10.1007\/11871842_78","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006]]}}}