{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,25]],"date-time":"2026-03-25T11:25:47Z","timestamp":1774437947274,"version":"3.50.1"},"publisher-location":"Berlin, Heidelberg","reference-count":22,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540201212","type":"print"},{"value":"9783540398578","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2003]]},"DOI":"10.1007\/978-3-540-39857-8_10","type":"book-chapter","created":{"date-parts":[[2010,6,28]],"date-time":"2010-06-28T04:07:15Z","timestamp":1277698035000},"page":"84-95","source":"Crossref","is-referenced-by-count":33,"title":["Combined Optimization of Feature Selection and Algorithm Parameters in Machine Learning of Language"],"prefix":"10.1007","author":[{"given":"Walter","family":"Daelemans","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"V\u00e9ronique","family":"Hoste","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fien","family":"De Meulder","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bart","family":"Naudts","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"issue":"8","key":"10_CR1","doi-asserted-by":"publisher","first-page":"1885","DOI":"10.1162\/089976699300016007","volume":"11","author":"E. Alpaydin","year":"1999","unstructured":"Alpaydin, E.: Combined 5\u00d72 cv F test for comparing supervised classification learning algorithms. Neural Computation\u00a011(8), 1885\u20131892 (1999)","journal-title":"Neural Computation"},{"key":"10_CR2","doi-asserted-by":"crossref","unstructured":"Banko, M., Brill, E.: Scaling to very very large corpora for natural language disambiguation. In: Proceedings of the 39th Annual Meeting of the Association for Computational Linguistics, pp. 26\u201333. Association for Computational Linguistics (2001)","DOI":"10.3115\/1073012.1073017"},{"key":"10_CR3","first-page":"115","volume-title":"Proc. 12th International Conference on Machine Learning","author":"W.W. Cohen","year":"1995","unstructured":"Cohen, W.W.: Fast effective rule induction. In: Proc. 12th International Conference on Machine Learning, pp. 115\u2013123. Morgan Kaufmann, San Francisco (1995)"},{"key":"10_CR4","unstructured":"Daelemans, W., Hoste, V.: Evaluation of machine learning methods for natural language processing tasks. In: Proceedings of the Third International Conference on Language Resources and Evaluation (LREC 2002), pp. 755\u2013760 (2002)"},{"key":"10_CR5","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1023\/A:1007585615670","volume":"34","author":"W. Daelemans","year":"1999","unstructured":"Daelemans, W., van den Bosch, A., Zavrel, J.: Forgetting exceptions is harmful in language learning. Machine Learning\u00a034, 11\u201341 (1999)","journal-title":"Machine Learning"},{"key":"10_CR6","unstructured":"Daelemans, W., Zavrel, J., van der Sloot, K., van den Bosch, A.: Timbl: Tilburg memory based learner, version 4.0, reference guide. Technical report, ILK Technical Report 01-04 (2001)"},{"issue":"7","key":"10_CR7","doi-asserted-by":"publisher","first-page":"1895","DOI":"10.1162\/089976698300017197","volume":"10","author":"T.G. Dietterich","year":"1998","unstructured":"Dietterich, T.G.: Approximate statistical tests for comparing supervised classification learning algorithms. Neural Computation\u00a010(7), 1895\u20131923 (1998)","journal-title":"Neural Computation"},{"key":"10_CR8","volume-title":"Journal of Natural Language Engineering special issue based on Senseval-2","year":"2003","unstructured":"Edmonds, P., Kilgarriff, A. (eds.): Journal of Natural Language Engineering special issue based on Senseval-2, vol.\u00a09. Cambridge University Press, Cambridge (2003)"},{"key":"10_CR9","doi-asserted-by":"crossref","unstructured":"Escudero, G., Marquez, L., Rigau, G.: Boosting applied to word sense disambiguation. In: European Conference on Machine Learning, pp. 129\u2013 141 (2000)","DOI":"10.1007\/3-540-45164-1_14"},{"key":"10_CR10","doi-asserted-by":"crossref","unstructured":"Kilgarriff, A., Palmer, M. (eds.): Computers and the Humanities special issue based on Senseval-1, vol. 34 (1999)","DOI":"10.1023\/A:1002619001915"},{"issue":"1-2","key":"10_CR11","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/S0004-3702(97)00043-X","volume":"97","author":"R. Kohavi","year":"1997","unstructured":"Kohavi, R., John, G.H.: Wrappers for feature subset selection. Artificial Intelligence\u00a097(1-2), 273\u2013323 (1997)","journal-title":"Artificial Intelligence"},{"key":"#cr-split#-10_CR12.1","doi-asserted-by":"crossref","unstructured":"Kool, A., Daelemans, W., Zavrel, J.: Genetic algorithms for feature relevance assignment in memory-based language processing. In: Cardie, C., Daelemans, W., N??dellec, C., Sang, E.T.K. (eds.) Proceedings of the Fourth Conference on Computational Natural Language Learning and of the Second Learning Language in Logic Workshop, Lisbon, pp. 103???106 (2000);","DOI":"10.3115\/1117601.1117624"},{"key":"#cr-split#-10_CR12.2","unstructured":"Association for Computational Linguistics (2000)"},{"key":"10_CR13","unstructured":"Kool, A., Zavrel, J., Daelemans, W.: Simultaneous feature selection and parameter optimization for memory-based natural language processing. In: Feelders, A. (ed.) Proceedings of the 10th BENELEARN meeting, Tilburg, The Netherlands, pp. 93\u2013100."},{"key":"10_CR14","doi-asserted-by":"crossref","unstructured":"Leacock, C., Towell, G., Voorhees, E.: Corpus-based statistical sense resolution. In: Proceedings of the ARPA Workshop on Human Language Technology, March 1993, pp. 260\u2013265 (1993)","DOI":"10.3115\/1075671.1075730"},{"key":"10_CR15","doi-asserted-by":"crossref","unstructured":"Lee, Y.K., Ng, H.T.: An empirical evaluation of knowledge sources and learning algorithms for word sense disambiguation. In: Proceedings of the 2002 Conference on Empirical Methods in Natural Language Processing (EMNLP 2002), pp. 41\u201348 (2002)","DOI":"10.3115\/1118693.1118699"},{"key":"10_CR16","unstructured":"Mooney, R.J.: Comparative experiments on disambiguating word senses: An illustration of the role of bias in machine learning. In: Brill, E., Church, K. (eds.) Proceedings of the Conference on Empirical Methods in Natural Language Processing, pp. 82\u201391; Association for Computational Linguistics, Somerset, New Jersey (1996)"},{"key":"10_CR17","first-page":"40","volume-title":"Proceedings of the Thirty-Fourth Annual Meeting of the Association for Computational Linguistics","author":"H.T. Ng","year":"1996","unstructured":"Ng, H.T., Lee, H.B.: Integrating multiple knowledge sources to disambiguate word sense: An exemplar-based approach. In: Joshi, A., Palmer, M. (eds.) Proceedings of the Thirty-Fourth Annual Meeting of the Association for Computational Linguistics, pp. 40\u201347. Morgan Kaufmann Publishers, San Francisco (1996)"},{"issue":"3","key":"10_CR18","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1023\/A:1009752403260","volume":"1","author":"S.L. Salzberg","year":"1997","unstructured":"Salzberg, S.L.: On comparing classifiers: Pitfalls to avoid and a recommended approach. Data Mining and Knowledge Discovery\u00a01(3), 317\u2013327 (1997)","journal-title":"Data Mining and Knowledge Discovery"},{"key":"10_CR19","doi-asserted-by":"crossref","unstructured":"Veenstra, J., Van den Bosch, A., Buchholz, S., Daelemans, W., Zavrel, J.: Memory-based word sense disambiguation. Computing and the Humanities (2000)","DOI":"10.1163\/9789004488892_009"},{"key":"10_CR20","doi-asserted-by":"crossref","unstructured":"Daelemans, W., Hoste, V., Hendrickx, I., van den Bosch, A.: Parameter optimization for machine-learning of word sense disambiguation. Natural Language Engineering, 311\u2013325 (2002)","DOI":"10.1017\/S1351324902003005"},{"key":"10_CR21","volume-title":"Predictive Data Mining: A Practical Guide","author":"S. Weiss","year":"1998","unstructured":"Weiss, S., Indurkhya, N.: Predictive Data Mining: A Practical Guide. Morgan Kaufmann, San Francisco (1998)"}],"container-title":["Lecture Notes in Computer Science","Machine Learning: ECML 2003"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-39857-8_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,27]],"date-time":"2024-03-27T21:02:18Z","timestamp":1711573338000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-39857-8_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003]]},"ISBN":["9783540201212","9783540398578"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-39857-8_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2003]]}}}