{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,11,11]],"date-time":"2026-11-11T02:31:30Z","timestamp":1794364290281,"version":"4.9.0"},"publisher-location":"Berlin, Heidelberg","reference-count":23,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642029059","type":"print"},{"value":"9783642029066","type":"electronic"}],"license":[{"start":{"date-parts":[[2009,1,1]],"date-time":"2009-01-01T00:00:00Z","timestamp":1230768000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2009]]},"DOI":"10.1007\/978-3-642-02906-6_44","type":"book-chapter","created":{"date-parts":[[2009,6,5]],"date-time":"2009-06-05T19:07:29Z","timestamp":1244228849000},"page":"505-517","source":"Crossref","is-referenced-by-count":7,"title":["On the Use of Clustering in Possibilistic Decision Tree Induction"],"prefix":"10.1007","author":[{"given":"Ilyes","family":"Jenhani","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Salem","family":"Benferhat","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zied","family":"Elouedi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"44_CR1","doi-asserted-by":"crossref","unstructured":"Ben Amor, N., Benferhat, S., Elouedi, Z.: Qualitative classification and evaluation in possibilistic decision trees. In: FUZZ-IEEE 2004, pp. 653\u2013657 (2004)","DOI":"10.1109\/FUZZY.2004.1375474"},{"key":"44_CR2","doi-asserted-by":"crossref","unstructured":"Blockeel, H., Page, D., Srinivasan, A.: Multi-instance tree learning. In: Proceedings of the 22nd international conference on Machine learning, Bonn, Germany, pp. 57\u201364 (2005)","DOI":"10.1145\/1102351.1102359"},{"key":"44_CR3","unstructured":"Borgelt, C., Gebhardt, J., Kruse, R.: Concepts for Probabilistic and Possibilistic Induction of Decision Trees on Real World Data. In: EUFIT 1996, pp. 1556\u20131560 (1996)"},{"key":"44_CR4","volume-title":"Classification and regression trees","author":"L. Breiman","year":"1984","unstructured":"Breiman, L., Friedman, J.H., Olshen, R.A., Stone, C.J.: Classification and regression trees. Wadsworth & Brooks, Monterey (1984)"},{"key":"44_CR5","volume-title":"Nearest Neighbour(NN) norms: NN pattern classification techniques","author":"B.V. Dasarathy","year":"1991","unstructured":"Dasarathy, B.V.: Nearest Neighbour(NN) norms: NN pattern classification techniques. IEEE Computer sociaty Press, Los Alamitos (1991)"},{"key":"44_CR6","volume-title":"Possibility theory. An approach to computerized processing of uncertainty","author":"D. Dubois","year":"1988","unstructured":"Dubois, D., Prade, H.: Possibility theory. An approach to computerized processing of uncertainty. Plenum Press, New York (1988)"},{"key":"44_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1007\/3-540-36755-1_15","volume-title":"Machine Learning: ECML 2002","author":"E. H\u00fcllermeier","year":"2002","unstructured":"H\u00fcllermeier, E.: Possibilistic Induction in decision tree learning. In: Elomaa, T., Mannila, H., Toivonen, H. (eds.) ECML 2002. LNCS, vol.\u00a02430, pp. 173\u2013184. Springer, Heidelberg (2002)"},{"key":"44_CR8","doi-asserted-by":"crossref","unstructured":"H\u00fcllermeier, E., Beringer, J.: Learning from Ambiguously Labeled Examples. In: Intelligent Data Analysis, pp. 168\u2013179 (2005)","DOI":"10.1007\/11552253_16"},{"key":"44_CR9","unstructured":"Friedman, J.H., Kohavi, R., Yun, Y.: Lazy decision trees. In: Proceedings of the 13th National Conference on Artificial Intelligence, pp. 717\u2013724 (1996)"},{"key":"44_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"944","DOI":"10.1007\/11518655_79","volume-title":"Symbolic and Quantitative Approaches to Reasoning with Uncertainty","author":"I. Jenhani","year":"2005","unstructured":"Jenhani, I., Elouedi, Z., Ben Amor, N., Mellouli, K.: Qualitative inference in possibilistic option decision trees. In: Godo, L. (ed.) ECSQARU 2005. LNCS, vol.\u00a03571, pp. 944\u2013955. Springer, Heidelberg (2005)"},{"key":"44_CR11","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"840","DOI":"10.1007\/978-3-540-75256-1_73","volume-title":"Symbolic and Quantitative Approaches to Reasoning with Uncertainty","author":"I. Jenhani","year":"2007","unstructured":"Jenhani, I., Ben Amor, N., Elouedi, Z., Benferhat, S., Mellouli, K.: Information Affinity: a new similarity measure for possibilistic uncertain information. In: Mellouli, K. (ed.) ECSQARU 2007. LNCS, vol.\u00a04724, pp. 840\u2013852. Springer, Heidelberg (2007)"},{"issue":"3","key":"44_CR12","doi-asserted-by":"publisher","first-page":"784","DOI":"10.1016\/j.ijar.2007.12.002","volume":"48","author":"I. Jenhani","year":"2008","unstructured":"Jenhani, I., Ben Amor, N., Elouedi, Z.: Decision Trees as Possibilistic Classifiers. International Journal of Approximate Reasoning\u00a048(3), 784\u2013807 (2008)","journal-title":"International Journal of Approximate Reasoning"},{"key":"44_CR13","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"348","DOI":"10.1007\/978-3-540-77684-0_23","volume-title":"Foundations of Information and Knowledge Systems","author":"I. Jenhani","year":"2008","unstructured":"Jenhani, I., Ben Amor, N., Benferhat, S., Elouedi, Z.: SIM-PDT: A Similarity Based Possibilistic Decision Tree Approach. In: Hartmann, S., Kern-Isberner, G. (eds.) FoIKS 2008. LNCS, vol.\u00a04932, pp. 348\u2013364. Springer, Heidelberg (2008)"},{"key":"44_CR14","unstructured":"Jenhani, I., Benferhat, S., Elouedi, Z.: Properties Analysis of Inconsistency-based Possibilistic Similarity Measures. In: Proceedings of IPMU 2008, pp. 173\u2013180 (2008)"},{"key":"44_CR15","unstructured":"Jenhani, I., Benferhat, S., Elouedi, Z.: Learning and evaluating possibilistic decision trees using information affinity. International Journal of Computer Systems Science and Engineering\u00a04(3), 206\u2013112 (2008)"},{"key":"44_CR16","unstructured":"Jensen, F.V.: Introduction to Bayesian networks. UCL Press (1996)"},{"key":"44_CR17","doi-asserted-by":"publisher","first-page":"241","DOI":"10.1007\/BF02289588","volume":"2","author":"S.C. Johnson","year":"1967","unstructured":"Johnson, S.C.: Hierarchical Clustering Schemes. Psychometrika\u00a02, 241\u2013254 (1967)","journal-title":"Psychometrika"},{"key":"44_CR18","volume-title":"Foundations of Fuzzy Systems","author":"R. Kruse","year":"1994","unstructured":"Kruse, R., Gebhardt, J., Klawonn, F.: Foundations of Fuzzy Systems. John Wiley and Sons, Chichester (1994)"},{"key":"44_CR19","doi-asserted-by":"publisher","DOI":"10.1017\/CCOL0521360552","volume-title":"Axioms for cooperative decision-making","author":"H. Moulin","year":"1988","unstructured":"Moulin, H.: Axioms for cooperative decision-making. Cambridge Univ. Press, Cambridge (1988)"},{"key":"44_CR20","unstructured":"Murphy, P.M., Aha, D.W.: UCI repository of machine learning databases (1996)"},{"key":"44_CR21","first-page":"81","volume":"1","author":"J.R. Quinlan","year":"1986","unstructured":"Quinlan, J.R.: Induction of decision trees. Machine Learning\u00a01, 81\u2013106 (1986)","journal-title":"Machine Learning"},{"key":"44_CR22","volume-title":"C4.5: Programs for machine learning","author":"J.R. Quinlan","year":"1993","unstructured":"Quinlan, J.R.: C4.5: Programs for machine learning. Morgan Kaufmann, San Francisco (1993)"},{"key":"44_CR23","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/0165-0114(78)90029-5","volume":"1","author":"L.A. Zadeh","year":"1978","unstructured":"Zadeh, L.A.: Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets ans Systems\u00a01, 3\u201328 (1978)","journal-title":"Fuzzy Sets ans Systems"}],"container-title":["Lecture Notes in Computer Science","Symbolic and Quantitative Approaches to Reasoning with Uncertainty"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-02906-6_44","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,3,8]],"date-time":"2019-03-08T13:09:22Z","timestamp":1552050562000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-02906-6_44"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009]]},"ISBN":["9783642029059","9783642029066"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-02906-6_44","relation":{"is-part-of":[{"id-type":"doi","id":"https:\/\/doi.org\/10.1007\/978-3-642-02906-6","asserted-by":"object"}]},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2009]]}}}