{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,4]],"date-time":"2024-09-04T17:54:00Z","timestamp":1725472440269},"publisher-location":"Berlin, Heidelberg","reference-count":21,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642321146"},{"type":"electronic","value":"9783642321153"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-32115-3_5","type":"book-chapter","created":{"date-parts":[[2012,7,26]],"date-time":"2012-07-26T02:25:16Z","timestamp":1343269516000},"page":"46-55","source":"Crossref","is-referenced-by-count":3,"title":["How Good Are Probabilistic Approximations for Rule Induction from Data with Missing Attribute Values?"],"prefix":"10.1007","author":[{"given":"Patrick G.","family":"Clark","sequence":"first","affiliation":[]},{"given":"Jerzy W.","family":"Grzymala-Busse","sequence":"additional","affiliation":[]},{"given":"Zdzislaw S.","family":"Hippe","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"5_CR1","unstructured":"Wong, S.K.M., Ziarko, W.: INFER\u2014an adaptive decision support system based on the probabilistic approximate classification. In: Proceedings of the 6th International Workshop on Expert Systems and their Applications, pp. 713\u2013726 (1986)"},{"key":"5_CR2","doi-asserted-by":"crossref","first-page":"142","DOI":"10.4018\/978-1-59140-051-6.ch006","volume-title":"Data Mining: Opportunities and Challenges","author":"J.W. Grzymala-Busse","year":"2003","unstructured":"Grzymala-Busse, J.W., Ziarko, W.: Data mining based on rough sets. In: Wang, J. (ed.) Data Mining: Opportunities and Challenges, pp. 142\u2013173. Idea Group Publ., Hershey (2003)"},{"key":"5_CR3","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1016\/j.ins.2006.06.006","volume":"177","author":"Z. Pawlak","year":"2007","unstructured":"Pawlak, Z., Skowron, A.: Rough sets: Some extensions. Information Sciences\u00a0177, 28\u201340 (2007)","journal-title":"Information Sciences"},{"key":"5_CR4","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1016\/S0020-7373(88)80032-4","volume":"29","author":"Z. Pawlak","year":"1988","unstructured":"Pawlak, Z., Wong, S.K.M., Ziarko, W.: Rough sets: probabilistic versus deterministic approach. International Journal of Man-Machine Studies\u00a029, 81\u201395 (1988)","journal-title":"International Journal of Man-Machine Studies"},{"key":"5_CR5","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1016\/j.ijar.2004.11.004","volume":"40","author":"D. \\\u2019Sl\\kezak","year":"2005","unstructured":"\u015al\u0119zak, D., Ziarko, W.: The investigation of the bayesian rough set model. International Journal of Approximate Reasoning\u00a040, 81\u201391 (2005)","journal-title":"International Journal of Approximate Reasoning"},{"key":"5_CR6","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1016\/j.ijar.2007.05.019","volume":"49","author":"Y.Y. Yao","year":"2008","unstructured":"Yao, Y.Y.: Probabilistic rough set approximations. International Journal of Approximate Reasoning\u00a049, 255\u2013271 (2008)","journal-title":"International Journal of Approximate Reasoning"},{"key":"5_CR7","doi-asserted-by":"publisher","first-page":"793","DOI":"10.1016\/0020-7373(92)90069-W","volume":"37","author":"Y.Y. Yao","year":"1992","unstructured":"Yao, Y.Y., Wong, S.K.M.: A decision theoretic framework for approximate concepts. International Journal of Man-Machine Studies\u00a037, 793\u2013809 (1992)","journal-title":"International Journal of Man-Machine Studies"},{"key":"5_CR8","unstructured":"Yao, Y.Y., Wong, S.K.M., Lingras, P.: A decision-theoretic rough set model. In: Proceedings of the 5th International Symposium on Methodologies for Intelligent Systems, pp. 388\u2013395 (1990)"},{"issue":"1","key":"5_CR9","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/0022-0000(93)90048-2","volume":"46","author":"W. Ziarko","year":"1993","unstructured":"Ziarko, W.: Variable precision rough set model. Journal of Computer and System Sciences\u00a046(1), 39\u201359 (1993)","journal-title":"Journal of Computer and System Sciences"},{"key":"5_CR10","doi-asserted-by":"publisher","first-page":"272","DOI":"10.1016\/j.ijar.2007.06.014","volume":"49","author":"W. Ziarko","year":"2008","unstructured":"Ziarko, W.: Probabilistic approach to rough sets. International Journal of Approximate Reasoning\u00a049, 272\u2013284 (2008)","journal-title":"International Journal of Approximate Reasoning"},{"key":"5_CR11","doi-asserted-by":"crossref","unstructured":"Clark, P.G., Grzymala-Busse, J.W.: Experiments on probabilistic approximations. In: Proceedings of the 2011 IEEE International Conference on Granular Computing, pp. 144\u2013149 (2011)","DOI":"10.1109\/GRC.2011.6122583"},{"key":"5_CR12","unstructured":"Grzymala-Busse, J.W., Wang, A.Y.: Modified algorithms LEM1 and LEM2 for rule induction from data with missing attribute values. In: Proceedings of the Fifth International Workshop on Rough Sets and Soft Computing (RSSC 1997) at the Third Joint Conference on Information Sciences (JCIS 1997), pp. 69\u201372 (1997)"},{"issue":"3","key":"5_CR13","doi-asserted-by":"publisher","first-page":"545","DOI":"10.1111\/0824-7935.00162","volume":"17","author":"J. Stefanowski","year":"2001","unstructured":"Stefanowski, J., Tsoukias, A.: Incomplete information tables and rough classification. Computational Intelligence\u00a017(3), 545\u2013566 (2001)","journal-title":"Computational Intelligence"},{"key":"5_CR14","doi-asserted-by":"crossref","unstructured":"Grzymala-Busse, J.W.: On the unknown attribute values in learning from examples. In: Proceedings of the ISMIS 1991, 6th International Symposium on Methodologies for Intelligent Systems, pp. 368\u2013377 (1991)","DOI":"10.1007\/3-540-54563-8_100"},{"key":"5_CR15","unstructured":"Kryszkiewicz, M.: Rough set approach to incomplete information systems. In: Proceedings of the Second Annual Joint Conference on Information Sciences, pp. 194\u2013197 (1995)"},{"key":"5_CR16","unstructured":"Grzymala-Busse, J.W.: Rough set strategies to data with missing attribute values. In: Workshop Notes, Foundations and New Directions of Data Mining, in conjunction with the 3rd International Conference on Data Mining, pp. 56\u201363 (2003)"},{"key":"5_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"136","DOI":"10.1007\/978-3-642-24425-4_20","volume-title":"Rough Sets and Knowledge Technology","author":"J.W. Grzyma\u0142a-Busse","year":"2011","unstructured":"Grzyma\u0142a-Busse, J.W.: Generalized Parameterized Approximations. In: Yao, J., Ramanna, S., Wang, G., Suraj, Z. (eds.) RSKT 2011. LNCS, vol.\u00a06954, pp. 136\u2013145. Springer, Heidelberg (2011)"},{"key":"5_CR18","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1007\/BF01001956","volume":"11","author":"Z. Pawlak","year":"1982","unstructured":"Pawlak, Z.: Rough sets. International Journal of Computer and Information Sciences\u00a011, 341\u2013356 (1982)","journal-title":"International Journal of Computer and Information Sciences"},{"key":"5_CR19","series-title":"Theoretical Aspects of Reasoning about Data","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-011-3534-4","volume-title":"Rough Sets","author":"Z. Pawlak","year":"1991","unstructured":"Pawlak, Z.: Rough Sets. Theoretical Aspects of Reasoning about Data. Kluwer Academic Publishers, Dordrecht (1991)"},{"key":"5_CR20","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/978-94-015-7975-9_1","volume-title":"Intelligent Decision Support. Handbook of Applications and Advances of the Rough Set Theory","author":"J.W. Grzymala-Busse","year":"1992","unstructured":"Grzymala-Busse, J.W.: LERS\u2014a system for learning from examples based on rough sets. In: Slowinski, R. (ed.) Intelligent Decision Support. Handbook of Applications and Advances of the Rough Set Theory, pp. 3\u201318. Handbook of Applications and Advances of the Rough Set Theory. Kluwer Academic Publishers, Dordrecht (1992)"},{"key":"5_CR21","unstructured":"Grzymala-Busse, J.W.: MLEM2: A new algorithm for rule induction from imperfect data. In: Proceedings of the 9th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, pp. 243\u2013250 (2002)"}],"container-title":["Lecture Notes in Computer Science","Rough Sets and Current Trends in Computing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-32115-3_5.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T11:55:43Z","timestamp":1620129343000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-32115-3_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642321146","9783642321153"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-32115-3_5","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2012]]}}}