{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,5]],"date-time":"2024-09-05T17:50:35Z","timestamp":1725558635164},"publisher-location":"Berlin, Heidelberg","reference-count":26,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642143991"},{"type":"electronic","value":"9783642144004"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-14400-4_3","type":"book-chapter","created":{"date-parts":[[2010,6,26]],"date-time":"2010-06-26T05:18:09Z","timestamp":1277529489000},"page":"28-41","source":"Crossref","is-referenced-by-count":8,"title":["Bootstrap Feature Selection for Ensemble Classifiers"],"prefix":"10.1007","author":[{"given":"Rakkrit","family":"Duangsoithong","sequence":"first","affiliation":[]},{"given":"Terry","family":"Windeatt","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"3_CR1","doi-asserted-by":"crossref","DOI":"10.1515\/9781400874668","volume-title":"Adaptive Control Processes: A Guided Tour","author":"R.E. Bellman","year":"1961","unstructured":"Bellman, R.E.: Adaptive Control Processes: A Guided Tour. Princeton University Press, Princeton (1961)"},{"issue":"4","key":"3_CR2","doi-asserted-by":"publisher","first-page":"491","DOI":"10.1109\/TKDE.2005.66","volume":"17","author":"H. Liu","year":"2005","unstructured":"Liu, H., Yu, L.: Toward integrating feature selection algorithms for classification and clustering. IEEE Transactions on Knowledge and Data Engineering\u00a017(4), 491\u2013502 (2005)","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"issue":"19","key":"3_CR3","doi-asserted-by":"publisher","first-page":"2507","DOI":"10.1093\/bioinformatics\/btm344","volume":"23","author":"Y. Saeys","year":"2007","unstructured":"Saeys, Y., Inza, I., Larranaga, P.: A review of feature selection techniques in bioinformatics. Bioinformatics\u00a023(19), 2507\u20132517 (2007)","journal-title":"Bioinformatics"},{"key":"3_CR4","doi-asserted-by":"publisher","first-page":"206","DOI":"10.1007\/978-3-642-03070-3_16","volume-title":"Machine Learning and Data Mining in Pattern Recognition","author":"R. Duangsoithong","year":"2009","unstructured":"Duangsoithong, R., Windeatt, T.: Relevance and Redundancy Analysis for Ensemble Classifiers. In: Perner, P. (ed.) Machine Learning and Data Mining in Pattern Recognition, vol.\u00a05632, pp. 206\u2013220. Springer, Heidelberg (2009)"},{"key":"3_CR5","first-page":"133","volume-title":"Ensemble MLP Classifier Design","author":"T. Windeatt","year":"2008","unstructured":"Windeatt, T.: Ensemble MLP Classifier Design, vol.\u00a0137, pp. 133\u2013147. Springer, Heidelberg (2008)"},{"issue":"5","key":"3_CR6","doi-asserted-by":"publisher","first-page":"1194","DOI":"10.1109\/TNN.2006.875979","volume":"17","author":"T. Windeatt","year":"2006","unstructured":"Windeatt, T.: Accuracy\/diversity and ensemble MLP classifier design. IEEE Transactions on Neural Networks\u00a017(5), 1194\u20131211 (2006)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"3_CR7","volume-title":"Data Mining Practical Machine Learning Tools and Techniques","author":"I.H. Witten","year":"2005","unstructured":"Witten, I.H., Frank, E.: Data Mining Practical Machine Learning Tools and Techniques, 2nd edn. Morgan Kaufmann, San Francisco (2005)","edition":"2"},{"key":"3_CR8","first-page":"547","volume-title":"Proceedings of the Ninth National Conference on Artificial Intelligence","author":"H. Almuallim","year":"1991","unstructured":"Almuallim, H., Dietterich, T.G.: Learning with many irrelevant features. In: Proceedings of the Ninth National Conference on Artificial Intelligence, pp. 547\u2013552. AAAI Press, Menlo Park (1991)"},{"key":"3_CR9","first-page":"359","volume-title":"Proceeding of the 17th International Conference on Machine Learning","author":"M.A. Hall","year":"2000","unstructured":"Hall, M.A.: Correlation-based feature selection for discrete and numeric class machine learning. In: Proceeding of the 17th International Conference on Machine Learning, pp. 359\u2013366. Morgan Kaufmann, San Francisco (2000)"},{"key":"3_CR10","first-page":"1205","volume":"5","author":"L. Yu","year":"2004","unstructured":"Yu, L., Liu, H.: Efficient feature selection via analysis of relevance and redundancy. J. Mach. Learn. Res.\u00a05, 1205\u20131224 (2004)","journal-title":"J. Mach. Learn. Res."},{"key":"3_CR11","doi-asserted-by":"crossref","unstructured":"Deisy, C., Subbulakshmi, B., Baskar, S., Ramaraj, N.: Efficient dimensionality reduction approaches for feature selection. In: International Conference on Computational Intelligence and Multimedia Applications, vol.\u00a02, pp. 121\u2013127 (2007)","DOI":"10.1109\/ICCIMA.2007.288"},{"key":"3_CR12","doi-asserted-by":"crossref","unstructured":"Chou, T., Yen, K., Luo, J., Pissinou, N., Makki, K.: Correlation-based feature selection for intrusion detection design. In: IEEE on Military Communications Conference, MILCOM 2007, pp. 1\u20137 (2007)","DOI":"10.1109\/MILCOM.2007.4454806"},{"issue":"8","key":"3_CR13","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":"3_CR14","first-page":"238","volume-title":"Proceeding of the 2nd International Workshop on Multiple Classier Systems","author":"N.C. Oza","year":"2001","unstructured":"Oza, N.C., Tumer, K.: Input decimation ensembles: Decorrelation through dimensionality reduction. In: Proceeding of the 2nd International Workshop on Multiple Classier Systems, pp. 238\u2013247. Springer, Heidelberg (2001)"},{"issue":"6","key":"3_CR15","doi-asserted-by":"publisher","first-page":"1291","DOI":"10.1016\/S0031-3203(02)00121-8","volume":"36","author":"R.K. Bryll","year":"2003","unstructured":"Bryll, R.K., Osuna, R.G., Quek, F.K.H.: Attribute bagging: improving accuracy of classifier ensembles by using random feature subsets. Pattern Recognition\u00a036(6), 1291\u20131302 (2003)","journal-title":"Pattern Recognition"},{"key":"3_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1007\/11494683_17","volume-title":"Multiple Classifier Systems","author":"M. Skurichina","year":"2005","unstructured":"Skurichina, M., Duin, R.P.W.: Combining feature subsets in feature selection. In: Oza, N.C., Polikar, R., Kittler, J., Roli, F. (eds.) MCS 2005. LNCS, vol.\u00a03541, pp. 165\u2013175. Springer, Heidelberg (2005)"},{"key":"3_CR17","first-page":"379","volume-title":"AAAI 1999: Proceedings of the 16th National Conference on Artificial Intelligence","author":"D.W. Opitz","year":"1999","unstructured":"Opitz, D.W.: Feature Selection for Ensembles. In: AAAI 1999: Proceedings of the 16th National Conference on Artificial Intelligence, pp. 379\u2013384. American Association for Artificial Intelligence, Menlo Park (1999)"},{"key":"3_CR18","first-page":"1471","volume":"9","author":"G.Z. Li","year":"2008","unstructured":"Li, G.Z., Meng, H.H., Lu, W.C., Yang, J., Yang, M.: Asymmetric bagging and feature selection for activities prediction of drug molecules. Journal of BMC Bioinformatics\u00a09, 1471\u20132105 (2008)","journal-title":"Journal of BMC Bioinformatics"},{"key":"3_CR19","series-title":"LNAI","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1007\/978-3-642-04174-7_10","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"M.A. Munson","year":"2009","unstructured":"Munson, M.A., Caruana, R.: On Feature Selection, Bias-Variance, and Bagging. In: Buntine, W., Grobelnik, M., Mladeni\u0107, D., Shawe-Taylor, J. (eds.) ECML PKDD 2009, Part II. LNCS (LNAI), vol.\u00a05782, pp. 144\u2013159. Springer, Heidelberg (2009)"},{"key":"3_CR20","first-page":"1341","volume":"10","author":"E. Tuv","year":"2009","unstructured":"Tuv, E., Borisov, A., Runger, G., Torkkila, K.: Feature Selection with Ensembles, Artificial Variables, and Redundancy Elimination. Journal of Machine Learning Research\u00a010, 1341\u20131366 (2009)","journal-title":"Journal of Machine Learning Research"},{"key":"3_CR21","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"313","DOI":"10.1007\/978-3-540-87481-2_21","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"Y. Saeys","year":"2008","unstructured":"Saeys, Y., Abeel, T., Van de Peer, Y.: Robust Feature Selection Using Ensemble Feature Selection Techniques. In: Daelemans, W., Goethals, B., Morik, K. (eds.) ECML PKDD 2008, Part II. LNCS (LNAI), vol.\u00a05212, pp. 313\u2013325. Springer, Heidelberg (2008)"},{"key":"3_CR22","series-title":"LNAI","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1007\/978-3-642-04180-8_47","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"G. Gulgezen","year":"2009","unstructured":"Gulgezen, G., Cataltepe, Z., Yu, L.: Stable and Accurate Feature Selection. In: Buntine, W., Grobelnik, M., Mladeni\u0107, D., Shawe-Taylor, J. (eds.) ECML PKDD 2009. LNCS (LNAI), vol.\u00a05781, pp. 455\u2013468. Springer, Heidelberg (2009)"},{"key":"3_CR23","doi-asserted-by":"publisher","first-page":"1119","DOI":"10.1016\/0167-8655(94)90127-9","volume":"15","author":"P. Pudil","year":"1994","unstructured":"Pudil, P., Novovicova, J., Kitler, J.: Floating Search Methods in Feature Selection. Pattern Recognition Letters\u00a015, 1119\u20131125 (1994)","journal-title":"Pattern Recognition Letters"},{"issue":"2","key":"3_CR24","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"},{"key":"3_CR25","unstructured":"Asuncion, A., Newman, D.: UCI machine learning repository (2007), \n                    \n                      http:\/\/www.ics.uci.edu\/mlearn\/MLRepository.html"},{"key":"3_CR26","unstructured":"Guyon, I.: Causality Workbench (2008), \n                    \n                      http:\/\/www.causality.inf.ethz.ch\/home.php"}],"container-title":["Lecture Notes in Computer Science","Advances in Data Mining. Applications and Theoretical Aspects"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-14400-4_3.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,30]],"date-time":"2021-04-30T12:26:20Z","timestamp":1619785580000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-14400-4_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642143991","9783642144004"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-14400-4_3","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2010]]}}}