{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,17]],"date-time":"2025-04-17T16:10:15Z","timestamp":1744906215689},"reference-count":38,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2014,3,21]],"date-time":"2014-03-21T00:00:00Z","timestamp":1395360000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2015,2]]},"DOI":"10.1007\/s13042-014-0248-y","type":"journal-article","created":{"date-parts":[[2014,3,20]],"date-time":"2014-03-20T08:51:33Z","timestamp":1395305493000},"page":"83-93","source":"Crossref","is-referenced-by-count":1,"title":["Pairwise-similarity-based instance reduction for efficient instance selection in multiple-instance learning"],"prefix":"10.1007","volume":"6","author":[{"given":"Liming","family":"Yuan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiafeng","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xianglong","family":"Tang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daming","family":"Shi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lu","family":"Zhao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,3,21]]},"reference":[{"issue":"1\u20132","key":"248_CR1","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/S0004-3702(96)00034-3","volume":"89","author":"TG Dietterich","year":"1997","unstructured":"Dietterich TG, Lathrop RH, Lozano-P\u00e9rez T (1997) Solving the multiple instance problem with axis-parallel rectangles. Artif Intell 89(1\u20132):31\u201371","journal-title":"Artif Intell"},{"key":"248_CR2","unstructured":"Maron O, Lozano-P\u00e9rez T (1998) A framework for multiple-instance learning. In: Proceedings of advances in neural information processing systems, vol 10. MIT Press, Cambridge, pp 570\u2013576"},{"key":"248_CR3","unstructured":"Maron O, Ratan AL (1998) Multiple-instance learning for natural scene classification. In: Proceedings of the 15th international conference on machine learning. Morgan Kaufmann, San Francisco, pp 341\u2013349"},{"key":"248_CR4","doi-asserted-by":"crossref","unstructured":"Fung G, Dundar M, Krishnapuram B, Rao RB (2007) Multiple instance learning for computer aided diagnosis. In: Proceedings of advances in neural information processing systems, vol 19. MIT Press, Cambridge, pp 425\u2013432","DOI":"10.7551\/mitpress\/7503.003.0058"},{"key":"248_CR5","doi-asserted-by":"crossref","unstructured":"Raykar VC, Krishnapuram B, Bi J, Dundar M, Rao RB (2008) Bayesian multiple instance learning: automatic feature selection and inductive transfer. In: Proceedings of the 25th international conference on machine learning. ACM, New York, pp 808\u2013815","DOI":"10.1145\/1390156.1390258"},{"key":"248_CR6","doi-asserted-by":"crossref","unstructured":"Yang C, Lozano-P\u00e9rez T (2000) Image database retrieval with multiple-instance learning techniques. In: Proceedings of the 16th international conference on data engineering. IEEE, Washington, pp 233\u2013243","DOI":"10.1109\/ICDE.2000.839416"},{"key":"248_CR7","unstructured":"Zhang Q, Goldman SA, Yu W, Fritts JE (2002) Content-based image retrieval using multiple-instance learning. In: Proceedings of the 19th international conference on machine learning. Morgan Kaufmann, San Francisco, pp 682\u2013689"},{"issue":"11","key":"248_CR8","doi-asserted-by":"crossref","first-page":"1902","DOI":"10.1109\/TPAMI.2008.112","volume":"30","author":"R Rahmani","year":"2008","unstructured":"Rahmani R, Goldman SA, Zhang H, Cholleti SR, Fritts JE (2008) Localized content-based image retrieval. IEEE Trans Pattern Anal Mach Intell 30(11):1902\u20131912","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"248_CR9","unstructured":"Zha ZJ, Hua XS, Mei T, Wang J, Qi GJ, Wang Z (2008) Joint multi-label multi-instance learning for image classification. In: Proceedings of the 21st conference on computer vision and pattern recognition. IEEE, Washington, pp 1\u20138"},{"issue":"2","key":"248_CR10","doi-asserted-by":"crossref","first-page":"288","DOI":"10.1109\/TPAMI.2008.284","volume":"32","author":"S Ali","year":"2010","unstructured":"Ali S, Shah M (2010) Human action recognition in videos using kinematic features and multiple instance learning. IEEE Trans Pattern Anal Mach Intell 32(2):288\u2013303","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"248_CR11","unstructured":"Viola PA, Platt JC, Zhang C (2006) Multiple instance boosting for object detection. In: Proceedings of advances in neural information processing systems, vol 18. MIT Press, Cambridge, pp 1417\u20131424"},{"key":"248_CR12","doi-asserted-by":"crossref","unstructured":"Doll\u00e1r P, Babenko B, Belongie S, Perona P, Tu Z (2008) Multiple component learning for object detection. In: Proceedings of the 10th European conference on computer vision. Springer, Berlin, pp 211\u2013224","DOI":"10.1007\/978-3-540-88688-4_16"},{"key":"248_CR13","doi-asserted-by":"crossref","unstructured":"Babenko B, Yang MH, Belongie S (2009) Visual tracking with online multiple instance learning. In: Proceedings of the 22nd conference on computer vision and pattern recognition. IEEE, Washington, pp 983\u2013990","DOI":"10.1109\/CVPR.2009.5206737"},{"issue":"8","key":"248_CR14","doi-asserted-by":"crossref","first-page":"1619","DOI":"10.1109\/TPAMI.2010.226","volume":"33","author":"B Babenko","year":"2011","unstructured":"Babenko B, Yang MH, Belongie S (2011b) Robust object tracking with online multiple instance learning. IEEE Trans Pattern Anal Mach Intell 33(8):1619\u20131632","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"11","key":"248_CR15","doi-asserted-by":"crossref","first-page":"853","DOI":"10.1016\/j.imavis.2013.09.003","volume":"31","author":"J Ning","year":"2013","unstructured":"Ning J, Shi W, Yang S, Yanne P (2013) Visual tracking based on distribution fields and online weighted multiple instance learning. Image Vis Comput 31(11):853\u2013863","journal-title":"Image Vis Comput"},{"key":"248_CR16","first-page":"913","volume":"5","author":"Y Chen","year":"2004","unstructured":"Chen Y, Wang JZ (2004) Image categorization by learning and reasoning with regions. J Mach Learn Res 5:913\u2013939","journal-title":"J Mach Learn Res"},{"issue":"12","key":"248_CR17","doi-asserted-by":"crossref","first-page":"1931","DOI":"10.1109\/TPAMI.2006.248","volume":"28","author":"Y Chen","year":"2006","unstructured":"Chen Y, Bi J, Wang JZ (2006) MILES: Multiple-instance learning via embedded instance selection. IEEE Trans Pattern Anal Mach Intell 28(12):1931\u20131947","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"1","key":"248_CR18","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1109\/TKDE.2009.58","volume":"22","author":"WJ Li","year":"2010","unstructured":"Li WJ, Yeung DY (2010) MILD: Multiple-instance learning via disambiguation. IEEE Trans Knowl Data Eng 22(1):76\u201389","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"5","key":"248_CR19","doi-asserted-by":"crossref","first-page":"958","DOI":"10.1109\/TPAMI.2010.155","volume":"33","author":"Z Fu","year":"2011","unstructured":"Fu Z, Robles-Kelly A, Zhou J (2011) MILIS: Multiple instance learning with instance selection. IEEE Trans Pattern Anal Mach Intell 33(5):958\u2013977","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"01","key":"248_CR20","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1142\/S0218001408006144","volume":"22","author":"X-Z Wang","year":"2008","unstructured":"Wang X-Z, Lu S-X, Zhai J-H (2008) Fast fuzzy multicategory SVM based on support vector domain description. Int J Pattern Recognit Artif Intell 22(01):109\u2013120","journal-title":"Int J Pattern Recognit Artif Intell"},{"key":"248_CR21","author":"W-J Chen","year":"2013","unstructured":"Chen W-J, Shao Y-H, Hong N (2013) Laplacian smooth twin support vector machine for semi-supervised classification. Int J Mach Learn Cybern. doi: 10.1007\/s13042-013-0183-3","journal-title":"Int J Mach Learn Cybern"},{"key":"248_CR22","unstructured":"Zhang Q, Goldman SA (2002) EM-DD: An improved multiple-instance learning technique. In: Proceedings of advances in neural information processing systems, vol 14. MIT Press, Cambridge, pp 1073\u20131080"},{"key":"248_CR23","unstructured":"Settles B, Craven M, Ray S (2008) Multiple-instance active learning. In: Proceedings of advances in neural information processing systems, vol 20. Curran Associates Inc, New York, pp 1289\u20131296"},{"key":"248_CR24","unstructured":"Babenko B, Verma N, Doll\u00e1r P, Belongie S (2011a) Multiple instance learning with manifold bags. In: Proceedings of the 28th international conference on machine learning. Omnipress, New York, pp 81\u201388"},{"key":"248_CR25","doi-asserted-by":"crossref","unstructured":"Anti\u0107 B, Ommer B (2013) Robust multiple-instance learning with superbags. In: Proceedings of the 11th Asian conference on computer vision. Springer, Berlin, pp 242\u2013255","DOI":"10.1007\/978-3-642-37444-9_19"},{"key":"248_CR26","unstructured":"Ramon J., De Raedt L. (2000) Multi instance neural networks. In: Proceedings of the 17th international conference on machine learning, workshop on attribute-value and relational learning"},{"issue":"1","key":"248_CR27","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1023\/B:NEPL.0000016836.03614.9f","volume":"19","author":"M-L Zhang","year":"2004","unstructured":"Zhang M-L, Zhou Z-H (2004) Improve multi-instance neural networks through feature selection. Neural Process Lett 19(1):1\u201310","journal-title":"Neural Process Lett"},{"key":"248_CR28","unstructured":"Wang J, Zucker JD (2000) Solving the multiple-instance problem: a lazy learning approach. In: Proceedings of the 17th international conference on machine learning. Morgan Kaufmann, San Francisco, pp 1119\u20131126"},{"key":"248_CR29","unstructured":"G\u00e4rtner T, Flach PA, Kowalczyk A, Smola AJ (2002) Multi-instance kernels. In: Proceedings of the 19th international conference on machine learning. Morgan Kaufmann, San Francisco, pp 179\u2013186"},{"key":"248_CR30","unstructured":"Andrews S, Tsochantaridis I, Hofmann T (2003) Support vector machines for multiple-instance learning. In: Proceedings of advances in neural information processing systems, vol 15. MIT Press, Cambridge, pp 561\u2013568"},{"issue":"6","key":"248_CR31","doi-asserted-by":"crossref","first-page":"1068","DOI":"10.1109\/TPAMI.2011.194","volume":"34","author":"C Bergeron","year":"2012","unstructured":"Bergeron C, Moore G, Zaretzki J, Breneman CM, Bennett KP (2012) Fast bundle algorithm for multiple-instance learning. IEEE Trans Pattern Anal Mach Intell 34(6):1068\u20131079","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"18","key":"248_CR32","doi-asserted-by":"crossref","first-page":"i416","DOI":"10.1093\/bioinformatics\/bts416","volume":"28","author":"FA Minhas","year":"2012","unstructured":"Minhas FA, Ben-Hur A (2012) Multiple instance learning of Calmodulin binding sites. Bioinformatics 28(18):i416\u2013i422","journal-title":"Bioinformatics"},{"issue":"3","key":"248_CR33","doi-asserted-by":"crossref","first-page":"865","DOI":"10.1016\/j.patcog.2012.08.018","volume":"46","author":"Y Li","year":"2013","unstructured":"Li Y, Tax DMJ, Duin RPW, Loog M (2013) Multiple-instance learning as a classifier combining problem. Pattern Recognit 46(3):865\u2013874","journal-title":"Pattern Recognit"},{"issue":"1","key":"248_CR34","doi-asserted-by":"crossref","first-page":"143","DOI":"10.1109\/TSMCB.2012.2201468","volume":"43","author":"DT Nguyen","year":"2013","unstructured":"Nguyen DT, Nguyen CD, Hargraves R, Kurgan LA, Cios KJ (2013) mi-DS: Multiple-instance learning algorithm. IEEE Trans Cybern 43(1):143\u2013154","journal-title":"IEEE Trans Cybern"},{"issue":"8","key":"248_CR35","doi-asserted-by":"crossref","first-page":"1491","DOI":"10.1109\/TKDE.2011.67","volume":"24","author":"X-Z Wang","year":"2012","unstructured":"Wang X-Z, Dong L-C, Yan J-H (2012) Maximum ambiguity-based sample selection in fuzzy decision tree induction. IEEE Trans Knowl Data Eng 24(8):1491\u20131505","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"248_CR36","author":"J Hamidzadeh","year":"2014","unstructured":"Hamidzadeh J, Monsefi R, Sadoghi Yazdi H (2014) Large symmetric margin instance selection algorithm. Int J Mach Learn Cybern. doi: 10.1007\/s13042-014-0239-z","journal-title":"Int J Mach Learn Cybern"},{"key":"248_CR37","doi-asserted-by":"crossref","unstructured":"Foulds J, Frank E (2008) Revisiting multiple-instance learning via embedded instance selection. In: Proceedings of the 21st Australasian joint conference on artificial intelligence. Springer, Berlin, pp 300\u2013310","DOI":"10.1007\/978-3-540-89378-3_29"},{"key":"248_CR38","doi-asserted-by":"crossref","unstructured":"Cheplygina V, Tax DMJ, Loog M (2013) Combining instance information to classify bags. In: Proceedings of the 11th international workshop on multiple classifier systems. Springer, Berlin, pp 13\u201324","DOI":"10.1007\/978-3-642-38067-9_2"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-014-0248-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13042-014-0248-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-014-0248-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,7,11]],"date-time":"2023-07-11T10:23:03Z","timestamp":1689070983000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13042-014-0248-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,3,21]]},"references-count":38,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2015,2]]}},"alternative-id":["248"],"URL":"https:\/\/doi.org\/10.1007\/s13042-014-0248-y","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,3,21]]}}}