{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T06:34:01Z","timestamp":1773038041679,"version":"3.50.1"},"publisher-location":"Berlin, Heidelberg","reference-count":11,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540749578","type":"print"},{"value":"9783540749585","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-74958-5_46","type":"book-chapter","created":{"date-parts":[[2007,9,7]],"date-time":"2007-09-07T16:33:00Z","timestamp":1189182780000},"page":"502-509","source":"Crossref","is-referenced-by-count":35,"title":["Stepwise Induction of Multi-target Model Trees"],"prefix":"10.1007","author":[{"given":"Annalisa","family":"Appice","sequence":"first","affiliation":[]},{"given":"Saso","family":"D\u017eeroski","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"46_CR1","first-page":"55","volume-title":"Proceedings of the 15th International Conference on Machine Learning","author":"H. Blockeel","year":"1998","unstructured":"Blockeel, H., Raedt, L.D., Ramon, J.: Top-down induction of clustering trees. In: Shavlik, J. (ed.) Proceedings of the 15th International Conference on Machine Learning, pp. 55\u201363. Morgan Kaufmann, San Francisco (1998)"},{"key":"46_CR2","volume-title":"Applied regression analysis","author":"N.R. Draper","year":"1982","unstructured":"Draper, N.R., Smith, H.: Applied regression analysis. John Wiley & Sons, Chichester (1982)"},{"key":"46_CR3","unstructured":"Karalic, A.: Linear regression in regression tree leaves. In: Proceedings of International School for Synthesis of Expert Knowledge, Slovenia, pp. 151\u2013163 (1992)"},{"issue":"5","key":"46_CR4","doi-asserted-by":"publisher","first-page":"612","DOI":"10.1109\/TPAMI.2004.1273937","volume":"26","author":"D. Malerba","year":"2004","unstructured":"Malerba, D., Esposito, F., Ceci, M., Appice, A.: Top down induction of model trees with regression and splitting nodes. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a026(5), 612\u2013625 (2004)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"46_CR5","doi-asserted-by":"crossref","unstructured":"Struyf, J., Dzeroski, S.: Constraint based induction of multi-objective regression trees. In: Bonchi, F., Boulicaut, J.-F. (eds.) Workshop on Knowledge Discovery in Inductive Databases, pp. 222\u2013233 (2005)","DOI":"10.1007\/11733492_13"},{"key":"46_CR6","first-page":"385","volume-title":"Proceedings of the 14th International Conference on Machine Learning","author":"L. Torgo","year":"1997","unstructured":"Torgo, L.: Functional models for regression tree leaves. In: Fisher, D. (ed.) Proceedings of the 14th International Conference on Machine Learning, pp. 385\u2013393. Morgan Kaufmann, San Francisco (1997)"},{"issue":"3","key":"46_CR7","doi-asserted-by":"crossref","first-page":"215","DOI":"10.3233\/IDA-2006-10303","volume":"10","author":"C. Vens","year":"2006","unstructured":"Vens, C., Blockeel, H.: A simple regression based heuristic for learning model trees. Intelligent Data Analysis\u00a010(3), 215\u2013236 (2006)","journal-title":"Intelligent Data Analysis"},{"key":"46_CR8","unstructured":"\u017denko, B.: Learning Predictive Clustering Rules. PhD thesis, Faculty of Computer and Information Science, University of Ljubljana, Slovenia (2007)"},{"key":"46_CR9","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"436","DOI":"10.1007\/3-540-44794-6_36","volume-title":"Principles of Data Mining and Knowledge Discovery","author":"M.G.W. Suzuki","year":"2001","unstructured":"Suzuki, M.G.W., Choki, Y.: k-nearest neighbour classification of symbolic objects. In: De Raedt, L., Siebes, A. (eds.) PKDD 2001. LNCS (LNAI), vol.\u00a02168, pp. 436\u2013446. Springer, Heidelberg (2001)"},{"key":"46_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1007\/BFb0022715","volume-title":"ECML 1997","author":"Y. Wang","year":"1997","unstructured":"Wang, Y., Witten, I.: Inducing model trees for continuous classes. In: van Someren, M., Widmer, G. (eds.) ECML 1997. LNCS, vol.\u00a01224, pp. 128\u2013137. Springer, Heidelberg (1997)"},{"key":"46_CR11","volume-title":"Applied regression analysis","author":"S. Weisberg","year":"1985","unstructured":"Weisberg, S.: Applied regression analysis, 2nd edn. Wiley, Chichester (1985)","edition":"2"}],"container-title":["Lecture Notes in Computer Science","Machine Learning: ECML 2007"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-74958-5_46.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,4,27]],"date-time":"2021-04-27T10:48:40Z","timestamp":1619520520000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-74958-5_46"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540749578","9783540749585"],"references-count":11,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-74958-5_46","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[]}}