{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T16:27:48Z","timestamp":1775147268457,"version":"3.50.1"},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[1998,11,1]],"date-time":"1998-11-01T00:00:00Z","timestamp":909878400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[1998,11,1]],"date-time":"1998-11-01T00:00:00Z","timestamp":909878400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Applied Intelligence"],"published-print":{"date-parts":[[1998,11]]},"DOI":"10.1023\/a:1008363719778","type":"journal-article","created":{"date-parts":[[2002,12,22]],"date-time":"2002-12-22T14:41:38Z","timestamp":1040568098000},"page":"217-230","source":"Crossref","is-referenced-by-count":211,"title":["Incremental Feature Selection"],"prefix":"10.1007","volume":"9","author":[{"given":"Huan","family":"Liu","sequence":"first","affiliation":[]},{"given":"Rudy","family":"Setiono","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"183536_CR1","unstructured":"D. Koller and M. Sahami, \u201cToward optimal feature selection,\u201d in Machine Learning: Proceedings of the Thirteenth International Conference, edited by L. Saitta, Morgan Kaufmann Publishers, 1996, pp. 284- 292."},{"key":"183536_CR2","doi-asserted-by":"crossref","unstructured":"D.W. Aha, \u201cTolerating noisy, irrelevant and novel attributes in instance-bassed learning algorithm,\u201d International Journal of Man-Machine Studies, vol. 36, no.1, 1992.","DOI":"10.1016\/0020-7373(92)90018-G"},{"issue":"9","key":"183536_CR3","doi-asserted-by":"crossref","first-page":"917","DOI":"10.1109\/TC.1977.1674939","volume":"C-26","author":"P.M. Narendra","year":"1977","unstructured":"P.M. Narendra and K. Fukunaga, \u201cA branch and bound algorithm for feature subset selection,\u201d IEEE Trans. on Computer, vol. C-26, no.9, pp. 917- 922, September 1977.","journal-title":"IEEE Trans. on Computer"},{"key":"183536_CR4","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1142\/S0218001488000145","volume":"2","author":"W. Siedlecki","year":"1988","unstructured":"W. Siedlecki and J. Sklansky, \u201cOn automatic feature selection,\u201d International Journal of Pattern Recognition and Artificial Intelligence, vol. 2, pp. 197- 220, 1988.","journal-title":"International Journal of Pattern Recognition and Artificial Intelligence"},{"key":"183536_CR5","doi-asserted-by":"crossref","unstructured":"M. Dash and H. Liu, \u201cFeature selection methods for classifications,\u201d Intelligent Data Analysis: An International Journal, vol. 1, no.3, 1997.","DOI":"10.1016\/S1088-467X(97)00008-5"},{"issue":"2","key":"183536_CR6","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1109\/34.574797","volume":"19","author":"A. Jain","year":"1997","unstructured":"A. Jain and D. Zongker, \u201cFeature selection: Evaluation, application, and small sample performance,\u201d IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 19, no.2, pp. 153- 158, 1997.","journal-title":"IEEE Trans. on Pattern Analysis and Machine Intelligence"},{"key":"183536_CR7","doi-asserted-by":"crossref","unstructured":"G.H. John, R. Kohavi, and K. Pfleger, \u201cIrrelevant feature and the subset selection problem,\u201d in Machine Learning: Proceedings of the Eleventh International Conference, Morgan Kaufmann Publisher, 1994, pp. 121- 129.","DOI":"10.1016\/B978-1-55860-335-6.50023-4"},{"key":"183536_CR8","doi-asserted-by":"crossref","unstructured":"P. Langley, \u201cSelection of relevant features in machine learning,\u201d in Proceedings of the AAAI Fall Symposium on Relevance, AAAI Press, 1994.","DOI":"10.21236\/ADA292575"},{"key":"183536_CR9","unstructured":"N. Wyse, R. Dubes, and A.K. Jain, \u201cA critical evaluation of intrinsic dimensionality algorithms,\u201d in Pattern Recognition in Practice, edited by E.S. Gelsema and L.N. Kanal, Morgan Kaufmann Publishers, Inc., pp. 415- 425, 1980."},{"key":"183536_CR10","unstructured":"P.A. Devijver and J. Kittler, Pattern Recognition: A Statistical Approach, Prentice Hall International, 1982."},{"key":"183536_CR11","unstructured":"K. Kira and L.A. Rendell, \u201cThe feature selection problem: Traditional methods and a newalgorithm,\u201d in Proceedings of the Ninth National Conference on Artificial Intelligence, AAAI Press\/The MIT Press, 1992, pp. 129- 134."},{"issue":"1- 2","key":"183536_CR12","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1016\/0004-3702(94)90084-1","volume":"69s.","author":"H. Almuallim","year":"1994","unstructured":"H. Almuallim and T.G. Dietterich, \u201cLearning Boolean concepts in the presence of many irrelevant features,\u201d Artificial Intelligence, vol. 69, nos.1- 2, pp. 279- 305, November 1994.","journal-title":"Artificial Intelligence"},{"key":"183536_CR13","doi-asserted-by":"crossref","unstructured":"M. Modrzejewski, \u201cFeature selection using rough sets theory,\u201d in Proceedings of the European Conference on Machine Learning, edited by P.B. Brazdil, 1993, pp. 213- 226.","DOI":"10.1007\/3-540-56602-3_138"},{"key":"183536_CR14","unstructured":"H. Liu and W.X. Wen, \u201cConcept learning through feature selection,\u201d in Proceedings of First Australian and New Zealand Conference on Intelligent Information Systems, 1993, pp. 293- 297."},{"issue":"1","key":"183536_CR15","first-page":"81","volume":"1","author":"J.R. Quinlan","year":"1986","unstructured":"J.R. Quinlan, \u201cInduction of decision trees,\u201d Machine Learning, vol. 1, no.1, pp. 81- 106, 1986.","journal-title":"Machine Learning"},{"key":"183536_CR16","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1023\/A:1022611825350","volume":"5","author":"G. Pagallo","year":"1990","unstructured":"G. Pagallo and D. Haussler, \u201cBoolean feature discovery in empirical learning,\u201d Machine Learning, vol. 5, pp. 71- 99, 1990.","journal-title":"Machine Learning"},{"key":"183536_CR17","unstructured":"J.R. Quinlan, C 4.5: Programs for Machine Learning, Morgan Kaufmann, 1993."},{"key":"183536_CR18","unstructured":"H. Liu and R. Setiono, \u201cA probabilistic approach to feature selection\u2014a filter solution,\u201d in Proceedings of International Conference on Machine Learning (ICML-96), edited by L. Saitta, Morgan Kaufmann Publishers, 1996, pp. 319- 327."},{"key":"183536_CR19","unstructured":"G. Brassard and P. Bratley, Fundamentals of Algorithms. Prentice Hall: NJ, 1996."},{"key":"183536_CR20","unstructured":"S. Watanabe, Pattern Recognition: Human and Mechanical, Wiley Interscience, 1985."},{"key":"183536_CR21","unstructured":"P. Mehra, L.A. Rendell, and B.W. Wah, \u201cPrincipled constructive induction,\u201d in Proceedings of IJCAI, August 1989, pp. 651- 656."},{"key":"183536_CR22","volume-title":"Numerical Recipes in C","author":"W.H. Press","year":"1992","unstructured":"W.H. Press, S.A. Teukolsky, W.T. Vetterling, and B.P. Flannery, Numerical Recipes in C, Cambridge University Press: Cambridge, 1992."},{"key":"183536_CR23","volume-title":"Inductive pattern classification methods\u2014 features\u2014sensors","author":"T.W. Rauber","year":"1994","unstructured":"T.W. Rauber, \u201cInductive pattern classification methods\u2014 features\u2014sensors,\u201d Ph.D. Thesis, Dept. of Electrical Engineering, Universidade Nova de Lisboa, Lisboa, 1994."},{"key":"183536_CR24","volume-title":"UCI repository of machine learning databases","author":"C.J. Merz","year":"1996","unstructured":"C.J. Merz and P.M. Murphy, \u201cUCI repository of machine learning databases,\u201d http:\/\/www.ics.uci.edu\/~mlearn\/ MLRepository.html. Irvine, CA: University of California, Department of Information and Computer Science, 1996."},{"key":"183536_CR25","unstructured":"S.B. Thrun et al., \u201cThe Monk's problems: A performance comparison of different learning algorithms,\u201d Technical Report CMU-CS-91-197, Carnegie Mellon University, 1991."},{"key":"183536_CR26","volume-title":"Computer Systems That Learn","author":"S. M. Weiss","year":"1991","unstructured":"Sholom M. Weiss and Casimir A. Kulikowski, Computer Systems That Learn, Morgan Kaufmann Publishers: San Mateo, CA, 1991."},{"issue":"2","key":"183536_CR27","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1016\/0004-3702(94)90054-X","volume":"67","author":"M. Boddy","year":"1994","unstructured":"M. Boddy and T.L. Dean, \u201cDeliberation scheduling for problem solving in time-constrained environments,\u201d Artificial Intelligence, vol. 67, no.2, pp. 245- 285, 1994.","journal-title":"Artificial Intelligence"},{"key":"183536_CR28","doi-asserted-by":"crossref","unstructured":"H. Liu and R. Setiono, \u201cFeature selection and classification\u2014 a probabilistic wrapper approach,\u201d in Proceedings of the Ninth International Conference on Industrial and Engineering Applications of AI and ES, 1996, pp. 419- 424.","DOI":"10.1201\/9780429332111-72"},{"key":"183536_CR29","volume-title":"Wrappers for performance enhancement and oblivious decision graphs","author":"R. Kohavi","year":"1995","unstructured":"R. Kohavi, \u201cWrappers for performance enhancement and oblivious decision graphs,\u201d Ph.D. Thesis, Department of Computer Science, Standford University, Stanford, CA, 1995."},{"key":"183536_CR30","unstructured":"H. Liu and R. Setiono, \u201cChi2: Feature selection and discretization of numeric attributes,\u201d in Proceedings of the Seventh IEEE International Conference on Tools with Artificial Intelligence, 1995, pp. 388- 391."}],"container-title":["Applied Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008363719778.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1023\/A:1008363719778\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008363719778.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,18]],"date-time":"2025-05-18T14:43:41Z","timestamp":1747579421000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1023\/A:1008363719778"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1998,11]]},"references-count":30,"journal-issue":{"issue":"3","published-print":{"date-parts":[[1998,11]]}},"alternative-id":["183536"],"URL":"https:\/\/doi.org\/10.1023\/a:1008363719778","relation":{},"ISSN":["0924-669X","1573-7497"],"issn-type":[{"value":"0924-669X","type":"print"},{"value":"1573-7497","type":"electronic"}],"subject":[],"published":{"date-parts":[[1998,11]]}}}