{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,27]],"date-time":"2025-10-27T20:33:41Z","timestamp":1761597221440},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2010,8,21]],"date-time":"2010-08-21T00:00:00Z","timestamp":1282348800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Knowl Inf Syst"],"published-print":{"date-parts":[[2011,10]]},"DOI":"10.1007\/s10115-010-0335-7","type":"journal-article","created":{"date-parts":[[2010,8,20]],"date-time":"2010-08-20T08:06:43Z","timestamp":1282291603000},"page":"103-130","source":"Crossref","is-referenced-by-count":18,"title":["Rule induction for uncertain data"],"prefix":"10.1007","volume":"29","author":[{"given":"Biao","family":"Qin","sequence":"first","affiliation":[]},{"given":"Yuni","family":"Xia","sequence":"additional","affiliation":[]},{"given":"Sunil","family":"Prabhakar","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2010,8,21]]},"reference":[{"key":"335_CR1","doi-asserted-by":"crossref","unstructured":"Aggarwal C, Li Y, Wang J, Wang J (2009) Frequent pattern mining with uncertain Data. In: Proceedings of SIGKDD\u201909\u00a0pp 29\u201338","DOI":"10.1145\/1557019.1557030"},{"key":"335_CR2","unstructured":"http:\/\/archive.ics.uci.edu\/ml\/datasets.html"},{"key":"335_CR3","doi-asserted-by":"crossref","unstructured":"Bernecker T, Kriegel H, Renz M, Verhein F, Zfle A (2009) Probabilistic frequent itemset mining in uncertain databases. In: Proceedings of SIGKDD\u201909\u00a0pp 119\u2013128","DOI":"10.1145\/1557019.1557039"},{"key":"335_CR4","first-page":"161","volume":"17","author":"J Bi","year":"2004","unstructured":"Bi J, Zhang T (2004) Support vector classification with input data uncertainty. Adv Neural Inf Process Syst 17: 161\u2013168","journal-title":"Adv Neural Inf Process Syst"},{"key":"335_CR5","volume-title":"Analysis of symbolic data, exploratory methods for extracting statistical information from complex data","author":"HH Bock","year":"2000","unstructured":"Bock HH, Diday E (2000) Analysis of symbolic data, exploratory methods for extracting statistical information from complex data. Springer, Berlin"},{"issue":"2","key":"335_CR6","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1148\/radiol.2232010406","volume":"223","author":"G Bodner","year":"2002","unstructured":"Bodner G, Schocke M, Rachbauer F, Seppi K, Peer S, Fierlinger A, Sununu T, Jaschke WR (2002) Differentiation of malignant and benign musculoskeletal tumors: combined color and power doppler US and spectral wave analysis. Radiology 223(2):410\u2013416","journal-title":"Radiology"},{"issue":"2","key":"335_CR7","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1007\/s00180-006-0261-z","volume":"21","author":"F Carvalho","year":"2006","unstructured":"Carvalho F, Brito P, Bock HH (2006) Dynamic clustering for interval data based on L2 distance. Comput Stat 21(2): 231\u2013250","journal-title":"Comput Stat"},{"issue":"2","key":"335_CR8","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1007\/s00180-006-0260-0","volume":"21","author":"M Chavent","year":"2006","unstructured":"Chavent M, Carvalho F, Lechevallier Y, Verde R (2006) New clustering methods for interval data. Comput Stat 21(2): 211\u2013229","journal-title":"Comput Stat"},{"key":"335_CR9","doi-asserted-by":"crossref","unstructured":"Cheng R, Kalashnikov D, Prabhakar S (2003) Evaluating probabilistic queries over imprecise data. In: Proceedings of the ACM SIGMOD international conference on management of data pp 551\u2013562","DOI":"10.1145\/872757.872823"},{"key":"335_CR10","doi-asserted-by":"crossref","unstructured":"Chui C, Kao B, Hung E (2007) Mining frequent itemsets from uncertain data. In: Proceedings of the PAKDD\u201907\u00a0pp 47\u201358","DOI":"10.1007\/978-3-540-71701-0_8"},{"key":"335_CR11","doi-asserted-by":"crossref","unstructured":"Cohen WW (1995) Fast effective rule induction. In: Proceedings of the 12th international conference on machine learning pp 115\u2013123","DOI":"10.1016\/B978-1-55860-377-6.50023-2"},{"key":"335_CR12","doi-asserted-by":"crossref","unstructured":"Cormode G, McGregor A (2008) Approximation algorithm for clustering uncertain data. In: Proceedings of the PODS 2008\u00a0pp 191\u2013199","DOI":"10.1145\/1376916.1376944"},{"key":"335_CR13","volume-title":"Symbolic data analysis and the sodas software","author":"E Diday","year":"2008","unstructured":"Diday E, Fraiture MN (2008) Symbolic data analysis and the sodas software. Wiley, London"},{"issue":"3","key":"335_CR14","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1023\/A:1007674919412","volume":"36","author":"T Elomaa","year":"1999","unstructured":"Elomaa T, Rousu J (1999) General and efficient multisplitting of numerical attributes. Mach Learn 36(3): 201\u2013244","journal-title":"Mach Learn"},{"issue":"2","key":"335_CR15","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1023\/B:DAMI.0000015868.85039.e6","volume":"8","author":"T Elomaa","year":"2004","unstructured":"Elomaa T, Rousu J (2004) Efficient multisplitting revisited: optimapreserving elimination of partition candidates. Data Min Knowl Discov 8(2): 97\u2013126","journal-title":"Data Min Knowl Discov"},{"key":"335_CR16","first-page":"87","volume":"8","author":"UM Fayyad","year":"1992","unstructured":"Fayyad UM, Irani KB (1992) On the handling of continuous-valued attributes in decision tree generation. Mach Learn 8: 87\u2013102","journal-title":"Mach Learn"},{"issue":"1","key":"335_CR17","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1007\/s10115-008-0173-z","volume":"20","author":"L Jiang","year":"2009","unstructured":"Jiang L, Li C, Cai Z (2009) Learning decision tree for ranking. Knowl Inf Syst 20(1): 123\u2013135","journal-title":"Knowl Inf Syst"},{"key":"335_CR18","volume-title":"Continuous univariate distributions","author":"NL Johnson","year":"1994","unstructured":"Johnson NL, Kotz S, Balakrishnan N (1994) Continuous univariate distributions, 2nd edn. Wiley, London","edition":"2"},{"key":"335_CR19","doi-asserted-by":"crossref","unstructured":"Kriegel H, Pfeifle M (2005) Density-based clustering of uncertain data. In: Proceedings of the KDD\u201905\u00a0pp 672\u2013677","DOI":"10.1145\/1081870.1081955"},{"key":"335_CR20","doi-asserted-by":"crossref","unstructured":"Lobo O, Numao M (1999) Ordered estimation of missing values. In: Proceedings of PAKDD\u201999\u00a0pp 499\u2013503","DOI":"10.1007\/3-540-48912-6_67"},{"key":"335_CR21","unstructured":"Ngai WK, Kao B, Chui CK, Cheng R, Chau M, Yip KY (2006) Efficient clustering of uncertain data, In: Proceedings of ICDM\u201906. pp 436\u2013445"},{"issue":"1","key":"335_CR22","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1007\/s10115-008-0147-1","volume":"19","author":"S Pang","year":"2009","unstructured":"Pang S, Kasabov N (2009) Encoding and decoding the knowledge of association rules over SVM classification trees. Knowl Inf Syst 19(1): 79\u2013105","journal-title":"Knowl Inf Syst"},{"issue":"3","key":"335_CR23","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1007\/s10115-008-0171-1","volume":"19","author":"G Pappa","year":"2009","unstructured":"Pappa G, Freitas A (2009) Evolving rule induction algorithms with multi-objective grammar-based genetic programming. Knowl Inf Syst 19(3): 283\u2013309","journal-title":"Knowl Inf Syst"},{"key":"335_CR24","doi-asserted-by":"crossref","unstructured":"Qin B, Xia Y, Li F (2009) DTU: a decision tree for uncertain data. In: Proceedings of PAKDD\u201909\u00a0pp 4\u201315","DOI":"10.1007\/978-3-642-01307-2_4"},{"key":"335_CR25","doi-asserted-by":"crossref","unstructured":"Qin B, Xia Y, Prbahakar S (2009) A rule-based classification algorithm for uncertain data. In: Proceedings of the workshop on management and mining Of uncertain data (MOUND)","DOI":"10.1109\/ICDE.2009.164"},{"key":"335_CR26","doi-asserted-by":"crossref","unstructured":"Qin B, Xia Y, Sathyesh R, Prabhakar S, Tu Y (2009) uRule: a rule-based classification system for uncertain data. In: Proceedings of ICDM\u201909 (Demo)","DOI":"10.1109\/ICDMW.2010.73"},{"key":"335_CR27","volume-title":"Probabilistic decision trees in machine learning: an artificial intelligence approach","author":"JR Quinlan","year":"1990","unstructured":"Quinlan JR (1990) Probabilistic decision trees in machine learning: an artificial intelligence approach. Morgan Kaufmann, San Francisco"},{"key":"335_CR28","volume-title":"C.45: programs for machine learning","author":"JR Quinlan","year":"1993","unstructured":"Quinlan JR (1993) C.45: programs for machine learning. Morgan Kaufman, San Francisco"},{"key":"335_CR29","unstructured":"Quinlan JR (1995) MDL and categorial theories (Continued). In: Proceedings of international conference on machine Learning pp 464\u2013470"},{"issue":"3","key":"335_CR30","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1007\/BF03037228","volume":"13","author":"JR Quinlan","year":"1995","unstructured":"Quinlan JR, Cameron-Jones RM (1995) Induction of logic programs: FOIL and related systems. New Gener Comput 13(3): 287\u2013312","journal-title":"New Gener Comput"},{"issue":"2","key":"335_CR31","doi-asserted-by":"crossref","first-page":"213","DOI":"10.1007\/s10115-008-0164-0","volume":"18","author":"G Resconi","year":"2009","unstructured":"Resconi G, Kovalerchuk B (2009) Agents\u2019 model of uncertainty. Knowl Inf Syst 18(2): 213\u2013229","journal-title":"Knowl Inf Syst"},{"key":"335_CR32","unstructured":"Singh S, Mayfield C, Prabhakar S, Shah R, Hambrusch S (2007) Indexing categorical data with uncertainty. In: Proceedings of ICDE\u201907\u00a0pp 616\u2013625"},{"issue":"1","key":"335_CR33","doi-asserted-by":"crossref","first-page":"410","DOI":"10.1371\/journal.pcbi.1000266","volume":"5","author":"W Tong","year":"2009","unstructured":"Tong W, Wei Y, Murga LF, Ondrechen MJ, Williams RJ (2009) Partial order optimum likelihood (POOL): maximum likelihood prediction of protein active site residues using 3D structure and sequence Properties. PLoS Comput Biol 5(1): 410\u2013416","journal-title":"PLoS Comput Biol"},{"key":"335_CR34","doi-asserted-by":"crossref","unstructured":"Tsang S, Kao B, Yip KY, Ho WS, Lee SD (2010) Decision trees for uncertain data. IEEE Trans Knowl Eng","DOI":"10.1109\/ICDE.2009.26"},{"key":"335_CR35","doi-asserted-by":"crossref","unstructured":"Wei G, Wang H, Lin R (2010) Application of correlation coefficient to interval-valued intuitionistic fuzzy multiple attribute decision-making with incomplete weight information. Knowl Inf Syst","DOI":"10.1007\/s10115-009-0276-1"},{"key":"335_CR36","unstructured":"Weiss SM, Indurkhya N (1991) Reduced complexity rule induction. In: Proceedings of IJCAI\u201991\u00a0pp 678\u2013684"},{"key":"335_CR37","unstructured":"Widom J (2005) Trio: a system for integrated management of data, accuracy, and lineage. In: Proceedings of ICDR\u201905\u00a0pp 262\u2013276"},{"key":"335_CR38","volume-title":"Data mining: practical machine learning tools and techniques","author":"IH Witten","year":"2005","unstructured":"Witten IH, Frank E (2005) Data mining: practical machine learning tools and techniques, 2nd edn. Morgan Kaufman, San Francisco","edition":"2"},{"key":"335_CR39","unstructured":"Yu Z, Wong H (2006) Mining uncertain data in low-dimensional Subspace. In: Proceedings of ICPR\u201906\u00a0pp 748\u2013751"}],"container-title":["Knowledge and Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10115-010-0335-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10115-010-0335-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10115-010-0335-7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,2]],"date-time":"2019-06-02T00:07:39Z","timestamp":1559434059000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10115-010-0335-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,8,21]]},"references-count":39,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2011,10]]}},"alternative-id":["335"],"URL":"https:\/\/doi.org\/10.1007\/s10115-010-0335-7","relation":{},"ISSN":["0219-1377","0219-3116"],"issn-type":[{"value":"0219-1377","type":"print"},{"value":"0219-3116","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,8,21]]}}}