{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,1,13]],"date-time":"2025-01-13T07:10:06Z","timestamp":1736752206525,"version":"3.32.0"},"publisher-location":"Berlin, Heidelberg","reference-count":37,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540650805"},{"type":"electronic","value":"9783540496564"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[1998]]},"DOI":"10.1007\/bfb0095424","type":"book-chapter","created":{"date-parts":[[2006,11,24]],"date-time":"2006-11-24T14:28:18Z","timestamp":1164378498000},"page":"3-16","source":"Crossref","is-referenced-by-count":0,"title":["Data mining with graphical models"],"prefix":"10.1007","author":[{"given":"Rudolf","family":"Kruse","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christian","family":"Borgelt","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2006,10,20]]},"reference":[{"key":"2_CR1","unstructured":"S.K. Andersen, K.G. Olesen, F.V. Jensen, F. and Jensen. HUGIN\u2014a shell for building Bayesian belief universes for expert systems. Proc. 11th International Joint Conference on Artificial Intelligence, pp. 1080\u20131085, 1989"},{"key":"2_CR2","doi-asserted-by":"crossref","unstructured":"C. Borgelt and R. Kruse. Evaluation measures for learning probabilistic and possibilistic networks. Proc. 6th IEEE Int. Conf. on Fuzzy Systems, pp. 669\u2013676, Barcelona, Spain, 1997","DOI":"10.1109\/FUZZY.1997.622792"},{"key":"2_CR3","doi-asserted-by":"crossref","unstructured":"C. Borgelt and R. Kruse. Some Experimental Results on Learning Probabilistic and Possibilistic Networks with Different Evaluation Measures. Proc. 1st Int. J. Conf. on Qualitative and Quantitative Practical Reasoning, ECSQARU-FAPR\u201997, 71\u201385, Bad Honnef, Germany, 1997","DOI":"10.1007\/BFb0035613"},{"key":"2_CR4","volume-title":"Syntactic and semantic approaches to possibilistic independence","author":"L.M. Campos de","year":"1995","unstructured":"L.M. de Campos, J. Gebhardt, and R. Kruse. Syntactic and semantic approaches to possibilistic independence. Technical report, University of Granada, Spain, and University of Braunschweig, Germany, 1995"},{"issue":"3","key":"2_CR5","doi-asserted-by":"publisher","first-page":"462","DOI":"10.1109\/TIT.1968.1054142","volume":"14","author":"C.K. Chow","year":"1968","unstructured":"C.K. Chow and C.N. Liu. Approximating discrete probability distributions with dependence trees. IEEE Trans. on Information Theory 14(3) 462\u2013467, 1968","journal-title":"IEEE Trans. on Information Theory"},{"key":"2_CR6","first-page":"309","volume":"9","author":"G. Cooper","year":"1992","unstructured":"G. Cooper and E. Herskovits. A Bayesian method for the induction of probabilistic networks from data. Machine Learning 9:309\u2013347, 1992","journal-title":"Machine Learning"},{"key":"2_CR7","first-page":"1","volume":"41","author":"A. Dawid","year":"1979","unstructured":"A. Dawid. Conditional independence in statistical theory. SIAM Journal on Computing 41:1\u201331, 1979","journal-title":"SIAM Journal on Computing"},{"key":"2_CR8","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4684-5287-7","volume-title":"Possibility Theory","author":"D. Dubois","year":"1988","unstructured":"D. Dubois and H. Prade. Possibility Theory. Plenum Press, New York, NY, 1988"},{"volume-title":"Advances in Knowledge Discovery and Data Mining","year":"1996","key":"2_CR9","unstructured":"U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, eds. Advances in Knowledge Discovery and Data Mining. AAAI Press\/MIT Press, Cambridge, MA, 1996"},{"key":"2_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1007\/BFb0028195","volume-title":"Symbolic and Quantitative Approaches to Reasoning and Uncertainty","author":"J. Gebhardt","year":"1993","unstructured":"J. Gebhardt and R. Kruse. A new approach to semantic aspects of possibilistic reasoning. In: M. Clarke, R. Kruse, and S.Moral, eds. Symbolic and Quantitative Approaches to Reasoning and Uncertainty (Lecture Notes in Computer Science 747), pp. 151\u2013160, Springer, Berlin, Germany, 1993"},{"key":"2_CR11","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1016\/0888-613X(93)90014-5","volume":"9","author":"J. Gebhardt","year":"1993","unstructured":"J. Gebhardt and R. Kruse. The context model\u2014an integrating view of vagueness and uncertainty. Int. Journal of Approximate Reasoning 9:283\u2013314, 1993","journal-title":"Int. Journal of Approximate Reasoning"},{"key":"2_CR12","doi-asserted-by":"crossref","unstructured":"J. Gebhardt and R. Kruse. Learning possibilistic networks from data. Proc. 5th Int. Workshop on Artificial Intelligence and Statistics, pp. 233\u2013244, Fort Lauderdale, FL, 1995","DOI":"10.1109\/FUZZY.1995.409888"},{"key":"2_CR13","first-page":"407","volume-title":"Fuzzy Set Methods in Information Engineering: A Guided Tour of Applications","author":"J. Gebhardt","year":"1996","unstructured":"J. Gebhardt and R. Kruse. POSSINFER\u2014A software tool for possibilistic inference. In: D. Dubois, H. Prade, and R. Yager, eds. Fuzzy Set Methods in Information Engineering: A Guided Tour of Applications, pp. 407\u2013418, Wiley, New York, NY, 1996"},{"key":"2_CR14","unstructured":"J. Gebhardt and R. Kruse. Tightest hypertree decompositions of multivariate possibility distributions. Proc. Int. Conf. on Information Processing and Management of Uncertainty in Knowledge-based Systems (IPMU\u201996), pp. 923\u2013927, Granada, Spain, 1996"},{"key":"2_CR15","doi-asserted-by":"crossref","first-page":"535","DOI":"10.1002\/j.1538-7305.1928.tb01236.x","volume":"7","author":"R.V.L. Hartley","year":"1928","unstructured":"R.V.L. Hartley. Transmission of information. The Bell Systems Technical Journal 7:535\u2013563, 1928","journal-title":"The Bell Systems Technical Journal"},{"key":"2_CR16","volume-title":"Probabilistic Similarity Networks","author":"D. Heckerman","year":"1991","unstructured":"D. Heckerman. Probabilistic Similarity Networks. MIT Press, Cambridge, MA, 1991"},{"key":"2_CR17","series-title":"Machine Learning","first-page":"197","volume-title":"Learning Bayesian Networks: The Combination of Knowledge and Statistical Data","author":"D. Heckerman","year":"1995","unstructured":"D. Heckerman, D. Geiger, and D.M. Chickering. Learning Bayesian Networks: The Combination of Knowledge and Statistical Data, Machine Learning 20:197\u2013243, Kluwer, Dordrecht, Netherlands, 1995"},{"key":"2_CR18","doi-asserted-by":"publisher","first-page":"283","DOI":"10.1016\/0165-0114(78)90019-2","volume":"1","author":"E. Hisdal","year":"1978","unstructured":"E. Hisdal. Conditional possibilities, independence, and noninteraction. Fuzzy Sets and Systems 1:283\u2013297, 1978","journal-title":"Fuzzy Sets and Systems"},{"key":"2_CR19","unstructured":"F.V. Jensen and J. Liang. drHUGIN\u2014a system for value of information in Bayesian networks. Proc. 5th Int. Conf. on Information Processing and Management of Uncertainty in knowledge-based Systems, 1994"},{"key":"2_CR20","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-76702-9","volume-title":"Uncertainty and Vagueness in Knowledge-based Systems: Numerical Methods","author":"R. Kruse","year":"1991","unstructured":"R. Kruse, E. Schwecke, and J. Heinsohn. Uncertainty and Vagueness in Knowledge-based Systems: Numerical Methods. Series: Artificial Intelligence, Springer, Berlin, Germany, 1991"},{"key":"2_CR21","volume-title":"Foundations of Fuzzy Systems","author":"R. Kruse","year":"1994","unstructured":"R. Kruse, J. Gebhardt, and F. Klawonn. Foundations of Fuzzy Systems. Wiley, Chichester, England, 1994 Translation of the book: Fuzzy Systeme (Series: Leitf\u00e4den und Monographien der Informatik). Teubner, Stuttgart, Germany, 1994"},{"issue":"50","key":"2_CR22","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1111\/j.2517-6161.1988.tb01721.x","volume":"2","author":"S.L. Lauritzen","year":"1988","unstructured":"S.L. Lauritzen and D.J. Spiegelhalter. Local computations with probabilities on graphical structures and their application to expert systems. Journal of the Royal Stat. Soc., Series B 2(50):157\u2013224, 1988","journal-title":"Journal of the Royal Stat. Soc., Series B"},{"key":"2_CR23","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1016\/0020-0255(84)90052-5","volume":"34","author":"H.T. Nguyen","year":"1984","unstructured":"H.T. Nguyen. Using Random Sets. Information Science 34:265\u2013274, 1984","journal-title":"Information Science"},{"key":"2_CR24","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1016\/0004-3702(86)90072-X","volume":"29","author":"J. Pearl","year":"1986","unstructured":"J. Pearl. Fusion, propagation, and structuring in belief networks. Artificial Intelligence 29:241\u2013288, 1986","journal-title":"Artificial Intelligence"},{"key":"2_CR25","first-page":"357","volume-title":"Advances in Artificial Intelligence 2","author":"J. Pearl","year":"1987","unstructured":"J. Pearl and A. Paz. Graphoids: a graph based logic for reasoning about relevance relations. In: B.D. Boulay et. al, eds. Advances in Artificial Intelligence 2, pp. 357\u2013363 North Holland, Amsterdam, Netherlands, 1987"},{"key":"2_CR26","unstructured":"L.K. Rasmussen. Blood Group Determination of Danish Jersey Cattle in the F-blood Group System. Dina Research Report no. 8, 1992"},{"key":"2_CR27","first-page":"323","volume-title":"Proc. 7th Conf. on Uncertainty in Artificial Intelligence","author":"A. Saffiotti","year":"1991","unstructured":"A. Saffiotti and E. Umkehrer. PULCINELLA: a general tool for propagating uncertainty in valuation networks. Proc. 7th Conf. on Uncertainty in Artificial Intelligence, pp. 323\u2013331, Morgan Kaufmann, San Mateo, CA, 1991"},{"key":"2_CR28","doi-asserted-by":"crossref","DOI":"10.1515\/9780691214696","volume-title":"A Mathematical Theory of Evidence","author":"G. Shafer","year":"1976","unstructured":"G. Shafer. A Mathematical Theory of Evidence. Princeton University Press, Princeton, NJ, 1976"},{"key":"2_CR29","series-title":"Working paper","volume-title":"Local computations in hypertrees","author":"G. Shafer","year":"1988","unstructured":"G. Shafer and P.P. Shenoy. Local computations in hypertrees, Working paper 201. School of Business, University of Kansas, Lawrence, KS, 1988"},{"key":"2_CR30","series-title":"Working Paper","volume-title":"Conditional independence in valuation-based systems","author":"P.P. Shenoy","year":"1991","unstructured":"P.P. Shenoy. Conditional independence in valuation-based systems, Working Paper 236, School of Business, University of Kansas, Lawrence, KS, 1991"},{"key":"2_CR31","first-page":"83","volume-title":"Fuzzy Logic for the Management of Uncertainty","author":"P.P. Shenoy","year":"1992","unstructured":"P.P. Shenoy. Valuation-based systems: a framework for managing uncertainty in expert systems. In: L.A. Zadeh and J. Kacprzyk, eds Fuzzy Logic for the Management of Uncertainty, pp. 83\u2013104, Wiley, New York, NY, 1992"},{"key":"2_CR32","doi-asserted-by":"crossref","unstructured":"M. Singh and M. Valtorta. An algorithm for the construction of Bayesian network structures from data. Proc. 9th Conf. on Uncertainty in Artificial Intelligence Washington, pp. 259\u2013265, 1993","DOI":"10.1016\/B978-1-4832-1451-1.50036-6"},{"issue":"3","key":"2_CR33","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1214\/ss\/1177010888","volume":"8","author":"D. Spiegelhalter","year":"1993","unstructured":"D. Spiegelhalter, A. Dawid, S. Lauritzen, and R. Cowell. Bayesian analysis in expert systems. Statistical Science 8(3):219\u2013283, 1993","journal-title":"Statistical Science"},{"key":"2_CR34","doi-asserted-by":"crossref","unstructured":"T.S. Verma and J. Pearl. An algorithm for deciding if a set of observed independencies has a causal explanation. Proc. 8th Conf. on Uncertainty in Artificial Intelligence pp. 323\u2013330, 1992","DOI":"10.1016\/B978-1-4832-8287-9.50049-9"},{"key":"2_CR35","volume-title":"Graphical Models in Applied Multivariate Statistics","author":"J. Whittaker","year":"1990","unstructured":"J. Whittaker. Graphical Models in Applied Multivariate Statistics. Wiley, Chichester, England, 1990"},{"key":"2_CR36","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1016\/0020-0255(75)90017-1","volume":"9","author":"L.A. Zadeh","year":"1975","unstructured":"L.A. Zadeh. The concept of a linguistic variable and its application to approximate reasoning. Information Sciences 9:43\u201380, 1975","journal-title":"Information Sciences"},{"key":"2_CR37","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/0165-0114(78)90029-5","volume":"1","author":"L.A. Zadeh","year":"1978","unstructured":"L.A. Zadeh. Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets and Systems 1:3\u201328, 1978","journal-title":"Fuzzy Sets and Systems"}],"container-title":["Lecture Notes in Computer Science","KI-98: Advances in Artificial Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/BFb0095424","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,12]],"date-time":"2025-01-12T04:25:19Z","timestamp":1736655919000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/BFb0095424"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1998]]},"ISBN":["9783540650805","9783540496564"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/bfb0095424","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[1998]]}}}