{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,18]],"date-time":"2026-01-18T10:12:35Z","timestamp":1768731155364,"version":"3.49.0"},"publisher-location":"Berlin, Heidelberg","reference-count":18,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540223740","type":"print"},{"value":"9783540277941","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2004]]},"DOI":"10.1007\/978-3-540-27794-1_3","type":"book-chapter","created":{"date-parts":[[2010,9,5]],"date-time":"2010-09-05T16:57:51Z","timestamp":1283705871000},"page":"78-95","source":"Crossref","is-referenced-by-count":165,"title":["Data with Missing Attribute Values: Generalization of Indiscernibility Relation and Rule Induction"],"prefix":"10.1007","author":[{"given":"Jerzy W.","family":"Grzymala-Busse","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"3_CR1","unstructured":"Chan, C.C., Grzymala-Busse, J.W.: On the attribute redundancy and the learning programs ID3, PRISM, and LEM2. Department of Computer Science, University of Kansas, TR-91-14, p. 20 (December 1991)"},{"key":"3_CR2","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/BF00437317","volume":"1","author":"J.W. Grzymala-Busse","year":"1988","unstructured":"Grzymala-Busse, J.W.: Knowledge acquisition under uncertainty \u2013 A rough set approach. Journal of Intelligent & Robotic Systems\u00a01, 3\u201316 (1988)","journal-title":"Journal of Intelligent & Robotic Systems"},{"key":"3_CR3","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1007\/3-540-54563-8_100","volume-title":"Methodologies for Intelligent Systems","author":"J.W. Grzymala-Busse","year":"1991","unstructured":"Grzymala-Busse, J.W.: On the unknown attribute values in learning from examples. In: Ra\u015b, Z.W., Zemankova, M. (eds.) ISMIS 1991. LNCS, vol.\u00a0542, pp. 368\u2013377. Springer, Heidelberg (1991)"},{"key":"3_CR4","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 Sets Theory","author":"J.W. Grzymala-Busse","year":"1992","unstructured":"Grzymala-Busse, J.W.: LERS \u2013 A system for learning from examples based on rough sets. In: Slowinski, R. (ed.) Intelligent Decision Support, Handbook of Applications and Advances of the Rough Sets Theory, pp. 3\u201318. Kluwer Academic Publishers, Dordrecht (1992)"},{"key":"3_CR5","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, IPMU 2002, Annecy, France, July 1-5, pp. 243\u2013250 (2002)"},{"key":"3_CR6","unstructured":"Grzymala-Busse, J.W.: Rough set strategies to data with missing attribute values. In: Workshop Notes, Foundations and New Directions of Data Mining, the 3-rd International Conference on Data Mining, Melbourne, FL, USA, November 19-22, pp. 56\u201363 (2003)"},{"key":"3_CR7","series-title":"Lecture Notes in Artificial Intelligence","first-page":"340","volume-title":"Rough Sets and Current Trends in Computing","author":"J.W. Grzymala-Busse","year":"2000","unstructured":"Grzymala-Busse, J.W., Hu, M.: A comparison of several approaches to missing attribute values in data mining. In: Ziarko, W.P., Yao, Y. (eds.) RSCTC 2000. LNCS (LNAI), vol.\u00a02005, pp. 340\u2013347. Springer, Heidelberg (2000)"},{"key":"3_CR8","unstructured":"Grzymala-Busse, J.W., Wang, A.Y.: Modified algorithms LEM1 and LEM2 for rule induction from data with missing attribute values. In: Proc. of the Fifth International Workshop on Rough Sets and Soft Computing (RSSC 1997) at the Third Joint Conference on Information Sciences (JCIS 1997), Research Triangle Park, NC, March 2-5, pp. 69\u201372 (1997)"},{"key":"3_CR9","unstructured":"Kryszkiewicz, M.: Rough set approach to incomplete information systems. In: Proceedings of the Second Annual Joint Conference on Information Sciences, Wrightsville Beach, NC, September 28-October 1, pp. 194\u2013197 (1995)"},{"key":"3_CR10","doi-asserted-by":"publisher","first-page":"271","DOI":"10.1016\/S0020-0255(98)10065-8","volume":"113","author":"M. Kryszkiewicz","year":"1999","unstructured":"Kryszkiewicz, M.: Rules in incomplete information systems. Information Sciences\u00a0113, 271\u2013292 (1999)","journal-title":"Information Sciences"},{"key":"3_CR11","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":"3_CR12","volume-title":"Theoretical Aspects of Reasoning about Data","author":"Z. Pawlak","year":"1991","unstructured":"Pawlak, Z.: Rough Sets. In: Theoretical Aspects of Reasoning about Data. Kluwer Academic Publishers, Dordrecht (1991)"},{"key":"3_CR13","volume-title":"Algorithms of Decision Rule Induction in Data Mining","author":"J. Stefanowski","year":"2001","unstructured":"Stefanowski, J.: Algorithms of Decision Rule Induction in Data Mining. Poznan University of Technology Press, Poznan (2001)"},{"key":"3_CR14","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1007\/978-3-540-48061-7_11","volume-title":"New Directions in Rough Sets, Data Mining, and Granular-Soft Computing","author":"J. Stefanowski","year":"1999","unstructured":"Stefanowski, J., Tsoukias, A.: On the extension of rough sets under incomplete information. In: Zhong, N., Skowron, A., Ohsuga, S. (eds.) RSFDGrC 1999. LNCS (LNAI), vol.\u00a01711, pp. 73\u201381. Springer, Heidelberg (1999)"},{"key":"3_CR15","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, 545\u2013566 (2001)","journal-title":"Computational Intelligence"},{"key":"3_CR16","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1016\/S0888-613X(96)00071-0","volume":"15","author":"Y.Y. Yao","year":"1996","unstructured":"Yao, Y.Y.: Two views of the theory of rough sets in finite universes. International J. of Approximate Reasoning\u00a015, 291\u2013317 (1996)","journal-title":"International J. of Approximate Reasoning"},{"key":"3_CR17","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1016\/S0020-0255(98)10006-3","volume":"111","author":"Y.Y. Yao","year":"1998","unstructured":"Yao, Y.Y.: Relational interpretations of neighborhood operators and rough set approximation operators. Information Sciences\u00a0111, 239\u2013259 (1998)","journal-title":"Information Sciences"},{"key":"3_CR18","doi-asserted-by":"crossref","unstructured":"Yao, Y.Y.: On the generalizing rough set theory. In: Proc. of the 9th Int. Conference on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing (RSFDGrC 2003), Chongqing, China, October 19-22, pp. 44\u201351(2003)","DOI":"10.1007\/3-540-39205-X_6"}],"container-title":["Lecture Notes in Computer Science","Transactions on Rough Sets I"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-27794-1_3.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,18]],"date-time":"2020-11-18T23:20:35Z","timestamp":1605741635000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-27794-1_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2004]]},"ISBN":["9783540223740","9783540277941"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-27794-1_3","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2004]]}}}