{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,10]],"date-time":"2025-09-10T21:42:39Z","timestamp":1757540559889},"publisher-location":"Berlin, Heidelberg","reference-count":26,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642158797"},{"type":"electronic","value":"9783642158803"}],"license":[{"start":{"date-parts":[[2010,1,1]],"date-time":"2010-01-01T00:00:00Z","timestamp":1262304000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-15880-3_9","type":"book-chapter","created":{"date-parts":[[2010,8,17]],"date-time":"2010-08-17T10:08:53Z","timestamp":1282039733000},"page":"40-55","source":"Crossref","is-referenced-by-count":19,"title":["A Unified Approach to Active Dual Supervision for Labeling Features and Examples"],"prefix":"10.1007","author":[{"given":"Josh","family":"Attenberg","sequence":"first","affiliation":[]},{"given":"Prem","family":"Melville","sequence":"additional","affiliation":[]},{"given":"Foster","family":"Provost","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"unstructured":"Attenberg, J., Melville, P., Provost, F.: Guided feature labeling for budget-sensitive learning under extreme class imbalance. In: BL-ICML 2010: Workshop on Budgeted Learning (2010)","key":"9_CR1"},{"doi-asserted-by":"crossref","unstructured":"Blum, A., Mitchell, T.: Combining labeled and unlabeled data with co-training. In: COLT (1998)","key":"9_CR2","DOI":"10.1145\/279943.279962"},{"issue":"2","key":"9_CR3","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(2), 201\u2013221 (1994)","journal-title":"Machine Learning"},{"doi-asserted-by":"crossref","unstructured":"Dayanik, A., Lewis, D., Madigan, D., Menkov, V., Genkin, A.: Constructing infor- mative prior distributions from domain knowledge in text classification. In: SIGIR (2006)","key":"9_CR4","DOI":"10.1145\/1148170.1148255"},{"doi-asserted-by":"crossref","unstructured":"Druck, G., Mann, G., McCallum, A.: Learning from labeled features using generalized expectation criteria. In: SIGIR (2008)","key":"9_CR5","DOI":"10.21236\/ADA493136"},{"doi-asserted-by":"crossref","unstructured":"Druck, G., Settles, B., McCallum, A.: Active learning by labeling features. In: EMNLP 2009, pp. 81\u201390. Association for Computational Linguistics (2009)","key":"9_CR6","DOI":"10.3115\/1699510.1699522"},{"key":"9_CR7","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1007\/978-3-540-30116-5_19","volume-title":"Knowledge Discovery in Databases: PKDD 2004","author":"S. Godbole","year":"2004","unstructured":"Godbole, S., Harpale, A., Sarawagi, S., Chakrabarti, S.: Document classification through interactive supervision of document and term labels. In: Boulicaut, J.-F., Esposito, F., Giannotti, F., Pedreschi, D. (eds.) PKDD 2004. LNCS (LNAI), vol.\u00a03202, pp. 185\u2013196. Springer, Heidelberg (2004)"},{"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 (ICML 1994) (July 1994)","key":"9_CR8","DOI":"10.1016\/B978-1-55860-335-6.50026-X"},{"doi-asserted-by":"crossref","unstructured":"Liang, P., Jordan, M.I., Klein, D.: Learning from measurements in exponential families. In: ICML (2009)","key":"9_CR9","DOI":"10.1145\/1553374.1553457"},{"unstructured":"Liu, B., Li, X., Lee, W.S., Yu, P.: Text classification by labeling words. In: AAAI (2004)","key":"9_CR10"},{"unstructured":"Lizotte, D., Madani, O., Greiner, R.: Budgeted learning of naive-Bayes classifiers. In: UAI (2003)","key":"9_CR11"},{"doi-asserted-by":"crossref","unstructured":"Melville, P., Gryc, W., Lawrence, R.: Sentiment analysis of blogs by combining lexical knowledge with text classification. In: KDD (2009)","key":"9_CR12","DOI":"10.1145\/1557019.1557156"},{"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 (2004)","key":"9_CR13","DOI":"10.1145\/1015330.1015385"},{"doi-asserted-by":"crossref","unstructured":"Melville, P., Saar-Tsechansky, M., Provost, F., Mooney, R.: An expected utility approach to active feature-value acquisition. In: ICDM (2005)","key":"9_CR14","DOI":"10.2139\/ssrn.936445"},{"doi-asserted-by":"crossref","unstructured":"Melville, P., Sindhwani, V.: Active dual supervision: Reducing the cost of annotating examples and features. In: NAACL HLT 2009 (2009)","key":"9_CR15","DOI":"10.3115\/1564131.1564142"},{"doi-asserted-by":"crossref","unstructured":"Pang, B., Lee, L., Vaithyanathan, S.: Thumbs up? sentiment classification using machine learning techniques. In: EMNLP (2002)","key":"9_CR16","DOI":"10.3115\/1118693.1118704"},{"doi-asserted-by":"crossref","unstructured":"Raghavan, H., Madani, O., Jones, R.: An interactive algorithm for asking and incorporating feature feedback into support vector machines. In: SIGIR (2007)","key":"9_CR17","DOI":"10.1145\/1277741.1277758"},{"unstructured":"Raghavan, H., Madani, O., Jones, R.: Active learning with feedback on features and instances. J. Mach. Learn. Res.\u00a07 (2006)","key":"9_CR18"},{"unstructured":"Roy, N., McCallum, A.: Toward optimal active learning through sampling estimation of error reduction. In: ICML (2001)","key":"9_CR19"},{"doi-asserted-by":"crossref","unstructured":"Saar-Tsechansky, M., Melville, P., Provost, F.: Active feature-value acquisition. In: Management Science (2009)","key":"9_CR20","DOI":"10.1287\/mnsc.1080.0952"},{"unstructured":"Schapire, R.E., Rochery, M., Rahim, M.G., Gupta, N.: Incorporating prior knowledge into boosting. In: ICML (2002)","key":"9_CR21"},{"unstructured":"Sindhwani, V., Hu, J., Mojsilovic, A.: Regularized co-clustering with dual supervision. In: NIPS (2008)","key":"9_CR22"},{"doi-asserted-by":"crossref","unstructured":"Sindhwani, V., Melville, P.: Document-word co-regularization for semi-supervised sentiment analysis. In: ICDM (2008)","key":"9_CR23","DOI":"10.1109\/ICDM.2008.113"},{"doi-asserted-by":"crossref","unstructured":"Sindhwani, V., Melville, P., Lawrence, R.: Uncertainty sampling and transductive experimental design for active dual supervision. In: ICML (2009)","key":"9_CR24","DOI":"10.1145\/1553374.1553496"},{"doi-asserted-by":"crossref","unstructured":"Wu, X., Srihari, R.: Incorporating prior knowledge with weighted margin support vector machines. In: KDD (2004)","key":"9_CR25","DOI":"10.1145\/1014052.1014089"},{"doi-asserted-by":"crossref","unstructured":"Zaidan, O.F., Eisner, J.: Modeling annotators: A generative approach to learning from annotator rationales. In: EMNLP (2008)","key":"9_CR26","DOI":"10.3115\/1613715.1613721"}],"container-title":["Lecture Notes in Computer Science","Machine Learning and Knowledge Discovery in Databases"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-15880-3_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,19]],"date-time":"2019-05-19T17:18:00Z","timestamp":1558286280000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-15880-3_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642158797","9783642158803"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-15880-3_9","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2010]]}}}