{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T05:31:08Z","timestamp":1760160668072},"publisher-location":"Berlin, Heidelberg","reference-count":17,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540292432"},{"type":"electronic","value":"9783540316923"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2005]]},"DOI":"10.1007\/11564096_28","type":"book-chapter","created":{"date-parts":[[2005,11,9]],"date-time":"2005-11-09T11:54:27Z","timestamp":1131537267000},"page":"268-279","source":"Crossref","is-referenced-by-count":36,"title":["Active Learning for Probability Estimation Using Jensen-Shannon Divergence"],"prefix":"10.1007","author":[{"given":"Prem","family":"Melville","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stewart M.","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maytal","family":"Saar-Tsechansky","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Raymond","family":"Mooney","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"28_CR1","first-page":"201","volume":"15","author":"D. Cohn","year":"1994","unstructured":"Cohn, D., Atlas, L., Ladner, R.: Improving generalization with active learning. Machine Learning\u00a015, 201\u2013221 (1994)","journal-title":"Machine Learning"},{"key":"28_CR2","unstructured":"Saar-Tsechansky, M., Provost, F.J.: Active learning for class probability estimation and ranking. In: Proc. of 17th Intl. Joint Conf. on Artificial Intelligence, pp. 911\u2013920 (2001)"},{"key":"28_CR3","doi-asserted-by":"publisher","DOI":"10.1002\/0471200611","volume-title":"Elements of Information Theory","author":"T.M. Cover","year":"1991","unstructured":"Cover, T.M., Thomas, J.A.: Elements of Information Theory. Wiley, New York (1991)"},{"key":"28_CR4","doi-asserted-by":"crossref","unstructured":"Melville, P., Mooney, R.J.: Diverse ensembles for active learning. In: Proc. of 21st Intl. Conf. on Machine Learning (ICML 2004), Banff, Canada, pp. 584\u2013591 (2004)","DOI":"10.1145\/1015330.1015385"},{"key":"28_CR5","doi-asserted-by":"crossref","unstructured":"Dhillon, I., Mallela, S., Kumar, R.: Enhanced word clustering for hierarchical classification. In: Proc. of 8th ACM Intl. Conf. on Knowledge Discovery and Data Mining (2002)","DOI":"10.1145\/775047.775076"},{"key":"28_CR6","unstructured":"McCallum, A., Nigam, K.: Employing EM and pool-based active learning for text classification. In: Proc. of 15th Intl. Conf. on Machine Learning (1998)"},{"key":"28_CR7","doi-asserted-by":"crossref","unstructured":"Lewis, D.D., Catlett, J.: Heterogeneous uncertainty sampling for supervised learning. In: Proc. of 11th Intl. Conf. on Machine Learning, pp. 148\u2013156 (1994)","DOI":"10.1016\/B978-1-55860-335-6.50026-X"},{"key":"28_CR8","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4899-4541-9","volume-title":"An Introduction to the Bootstrap","author":"B. Efron","year":"1993","unstructured":"Efron, B., Tibshirani, R.J.: An Introduction to the Bootstrap. Chapman and Hall, New York (1993)"},{"key":"28_CR9","doi-asserted-by":"crossref","unstructured":"Seung, H.S., Opper, M., Sompolinsky, H.: Query by committee. In: Proc. of the ACM Workshop on Computational Learning Theory, Pittsburgh, PA (1992)","DOI":"10.1145\/130385.130417"},{"key":"28_CR10","unstructured":"Melville, P., Mooney, R.J.: Constructing diverse classifier ensembles using artificial training examples. In: Proc. of 18th Intl. Joint Conf. on Artificial Intelligence (IJCAI 2003), Acapulco, Mexico, pp. 505\u2013510 (2003)"},{"key":"28_CR11","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1016\/j.inffus.2004.04.001","volume":"6","author":"P. Melville","year":"2004","unstructured":"Melville, P., Mooney, R.J.: Creating diversity in ensembles using artificial data. Journal of Information Fusion: Special Issue on Diversity in Multi Classifier Systems\u00a06, 99\u2013111 (2004)","journal-title":"Journal of Information Fusion: Special Issue on Diversity in Multi Classifier Systems"},{"key":"28_CR12","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1023\/B:MACH.0000011806.12374.c3","volume":"54","author":"M. Saar-Tsechansky","year":"2004","unstructured":"Saar-Tsechansky, M., Provost, F.: Active sampling for class probability estimation and ranking. Machine Learning\u00a054, 153\u2013178 (2004)","journal-title":"Machine Learning"},{"key":"28_CR13","unstructured":"Blake, C.L., Merz, C.J.: UCI repository of machine learning databases (1998), http:\/\/www.ics.uci.edu\/~mlearn\/MLRepository.html"},{"key":"28_CR14","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1023\/A:1024099825458","volume":"52","author":"F. Provost","year":"2003","unstructured":"Provost, F., Domingos, P.: Tree induction for probability-based rankings. Machine Learning\u00a052, 199\u2013215 (2003)","journal-title":"Machine Learning"},{"key":"28_CR15","volume-title":"Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations","author":"I.H. Witten","year":"1999","unstructured":"Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations. Morgan Kaufmann, San Francisco (1999)"},{"key":"28_CR16","unstructured":"Zadrozny, B., Elkan, C.: Obtaining calibrated probability estimates from decision trees and naive Bayesian classifiers. In: Proc. of 18th Intl. Conf. on Machine Learning (2001)"},{"key":"28_CR17","unstructured":"Nielsen, R.D.: MOB-ESP and other improvements in probability estimation. In: Proc. of 20th Conf. on Uncertainty in Artificial Intelligence, pp. 418\u2013425 (2004)"}],"container-title":["Lecture Notes in Computer Science","Machine Learning: ECML 2005"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/11564096_28.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,17]],"date-time":"2020-11-17T19:52:49Z","timestamp":1605642769000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/11564096_28"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2005]]},"ISBN":["9783540292432","9783540316923"],"references-count":17,"URL":"https:\/\/doi.org\/10.1007\/11564096_28","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2005]]}}}