{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T13:59:25Z","timestamp":1769003965776,"version":"3.49.0"},"publisher-location":"Berlin, Heidelberg","reference-count":20,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642302169","type":"print"},{"value":"9783642302176","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-30217-6_13","type":"book-chapter","created":{"date-parts":[[2012,5,9]],"date-time":"2012-05-09T10:14:58Z","timestamp":1336558498000},"page":"147-158","source":"Crossref","is-referenced-by-count":8,"title":["Hybrid Random Forests: Advantages of Mixed Trees in Classifying Text Data"],"prefix":"10.1007","author":[{"given":"Baoxun","family":"Xu","sequence":"first","affiliation":[]},{"given":"Joshua Zhexue","family":"Huang","sequence":"additional","affiliation":[]},{"given":"Graham","family":"Williams","sequence":"additional","affiliation":[]},{"given":"Mark Junjie","family":"Li","sequence":"additional","affiliation":[]},{"given":"Yunming","family":"Ye","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"issue":"1","key":"13_CR1","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L. Breiman","year":"2001","unstructured":"Breiman, L.: Random forests. Machine Learning\u00a045(1), 5\u201332 (2001)","journal-title":"Machine Learning"},{"issue":"8","key":"13_CR2","doi-asserted-by":"publisher","first-page":"832","DOI":"10.1109\/34.709601","volume":"20","author":"T.K. Ho","year":"1998","unstructured":"Ho, T.K.: The random subspace method for constructing decision forests. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a020(8), 832\u2013844 (1998)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"13_CR3","volume-title":"C4.5: Programs for Machine Learning","author":"J.R. Quinlan","year":"1993","unstructured":"Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Mateo (1993)"},{"key":"13_CR4","unstructured":"Breiman, L., Friedman, J.H., Olshen R.A., Stone, C.J.: Classification and Regression Trees. Wadsworth and Brooks\/Cole Advanced Books and Software, Monterey, CA (1984)"},{"issue":"2","key":"13_CR5","first-page":"123","volume":"24","author":"L. Breiman","year":"1996","unstructured":"Breiman, L.: Bagging predictors. Machine Learning\u00a024(2), 123\u2013140 (1996)","journal-title":"Machine Learning"},{"issue":"1","key":"13_CR6","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1080\/02664769100000005","volume":"18","author":"D. Biggs","year":"1991","unstructured":"Biggs, D., Suen, E.: A method of choosing multiway partitions for classification and decision trees. Journal of Applied Statistics\u00a018(1), 49\u201362 (1991)","journal-title":"Journal of Applied Statistics"},{"issue":"3","key":"13_CR7","doi-asserted-by":"publisher","first-page":"583","DOI":"10.1016\/j.eswa.2005.04.014","volume":"29","author":"M. Ture","year":"2005","unstructured":"Ture, M., Kurt, I., Turhan Kurum, A., Ozdamar, K.: Comparing classification techniques for predicting essential hypertension. Expert Systems with Applications\u00a029(3), 583\u2013588 (2005)","journal-title":"Expert Systems with Applications"},{"issue":"2","key":"13_CR8","first-page":"1","volume":"33","author":"J. Klema","year":"2006","unstructured":"Klema, J., Almonayyes, A.: Automatic categorization of fanatic texts using random forests. Kuwait Journal of Science and Engineering\u00a033(2), 1\u201318 (2006)","journal-title":"Kuwait Journal of Science and Engineering"},{"issue":"7","key":"13_CR9","first-page":"1987","volume":"5","author":"N. Begum","year":"2009","unstructured":"Begum, N., Fattah, M.A., Ren, F.J.: Automatic text summarization using support vector machine. International Journal of Innovative Computing Information and Control\u00a05(7), 1987\u20131996 (2009)","journal-title":"International Journal of Innovative Computing Information and Control"},{"issue":"3","key":"13_CR10","doi-asserted-by":"publisher","first-page":"5432","DOI":"10.1016\/j.eswa.2008.06.054","volume":"36","author":"J.N. Chen","year":"2009","unstructured":"Chen, J.N., Huang, H.K., Tian, S.F., Qu, Y.L.: Feature selection for text classification with naive bayes. Expert Systems with Applications\u00a036(3), 5432\u20135435 (2009)","journal-title":"Expert Systems with Applications"},{"issue":"4","key":"13_CR11","doi-asserted-by":"publisher","first-page":"667","DOI":"10.1016\/j.eswa.2004.12.023","volume":"28","author":"S. Tan","year":"2005","unstructured":"Tan, S.: Neighbor-weighted K-nearest neighbor for unbalance text corpus. Expert Systems with Applications\u00a028(4), 667\u2013671 (2005)","journal-title":"Expert Systems with Applications"},{"issue":"4","key":"13_CR12","first-page":"97","volume":"18","author":"T.G. Dietterich","year":"1997","unstructured":"Dietterich, T.G.: Machine learning research: Four current directions. AI Magazine\u00a018(4), 97\u2013136 (1997)","journal-title":"AI Magazine"},{"key":"13_CR13","doi-asserted-by":"crossref","unstructured":"Yang, Y., Liu, X.: A re-examination of text categorization methods. In: ACM SIGIR 1999, pp. 42\u201349 (1999)","DOI":"10.1145\/312624.312647"},{"key":"13_CR14","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"424","DOI":"10.1007\/3-540-45372-5_46","volume-title":"Principles of Data Mining and Knowledge Discovery","author":"E.-H.(S.) Han","year":"2000","unstructured":"Han, E.-H(S.), Karypis, G.: Centroid-based Document Classification: Analysis and Experimental Results. In: Zighed, D.A., Komorowski, J., \u017bytkow, J.M. (eds.) PKDD 2000. LNCS (LNAI), vol.\u00a01910, pp. 424\u2013431. Springer, Heidelberg (2000)"},{"key":"13_CR15","unstructured":"TREC. Text retrieval conference, \n                    \n                      http:\/\/trec.nist.gov"},{"key":"13_CR16","unstructured":"Lewis, D.D.: Reuters-21578 text categorization test collection distribution 1.0 (2011), \n                    \n                      http:\/\/www.research.att.com\/~lewis"},{"key":"13_CR17","doi-asserted-by":"crossref","unstructured":"Hersh, W., Buckley, C., Leone, T.J., Hickam, D.: OHSUMED: An interactive retrieval evaluation and new large test collection for research. In: SIGIR 1994, pp. 192\u2013201 (1994)","DOI":"10.1007\/978-1-4471-2099-5_20"},{"key":"13_CR18","unstructured":"Moore, J., Han, E., Boley, D., Gini, M., Gross, R., Hastings, K., Karypis, G., Kumar, V., Mobasher, B.: Web page categorization and feature selection using association rule and principal component clustering. In: WITS 1997 (1997)"},{"key":"13_CR19","unstructured":"McCallum, A., Nigam, K.: A comparison of event models for naive bayes text classification. In: AAAI Workshop 1998, pp. 41\u201348 (1998)"},{"key":"13_CR20","doi-asserted-by":"crossref","unstructured":"Witten, I.H., Frank, E., Hall, M.A.: Data Mining: Practical Machine Learning Tools and Techniques, 3rd edn. Morgan Kaufmann, Burlington (2011)","DOI":"10.1016\/B978-0-12-374856-0.00001-8"}],"container-title":["Lecture Notes in Computer Science","Advances in Knowledge Discovery and Data Mining"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-30217-6_13.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T11:31:38Z","timestamp":1620127898000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-30217-6_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642302169","9783642302176"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-30217-6_13","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012]]}}}