{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,6]],"date-time":"2026-03-06T17:02:18Z","timestamp":1772816538665,"version":"3.50.1"},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2001,1,1]],"date-time":"2001-01-01T00:00:00Z","timestamp":978307200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2001,1,1]],"date-time":"2001-01-01T00:00:00Z","timestamp":978307200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Applied Intelligence"],"published-print":{"date-parts":[[2001,1]]},"DOI":"10.1023\/a:1008303008006","type":"journal-article","created":{"date-parts":[[2002,12,22]],"date-time":"2002-12-22T14:41:38Z","timestamp":1040568098000},"page":"49-64","source":"Crossref","is-referenced-by-count":34,"title":["Enhancing the Effectiveness of Interactive Case-Based Reasoning with Clustering and Decision Forests"],"prefix":"10.1007","volume":"14","author":[{"given":"Qiang","family":"Yang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jing","family":"Wu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"314097_CR1","volume-title":"Case-Based Reasoning","author":"J. Kolodner","year":"1993","unstructured":"J. Kolodner, Case-Based Reasoning, Morgan Kaufmann: San Mateo, CA, 1993."},{"key":"314097_CR2","unstructured":"D.B. Leake, Case-Based Reasoning-Experiences, Lessons and Future Directions, AAAI Press\/The MIT Press, 1996."},{"key":"314097_CR3","volume-title":"Applying Case-Based Reasoning: Techniques for Enterprise Systems","author":"I. Watson","year":"1997","unstructured":"I.Watson, Applying Case-Based Reasoning: Techniques for Enterprise Systems, Morgan Kaufmann, San Francisco, CA, 1997."},{"key":"314097_CR4","volume-title":"Case-Based Reasoning Technology: From Foundations to Applications","year":"1998","unstructured":"M. Lenz, B. Bartsch-Sporl, H.-D. Burkhard, and S. Wess, editors, Case-Based Reasoning Technology: From Foundations to Applications, Springer: Berline, 1998."},{"issue":"5","key":"314097_CR5","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1109\/64.163669","volume":"7","author":"D. Hennessy","year":"1992","unstructured":"D. Hennessy and D. Hinkle, \u201cApplying case-based reasoning to autoclave loading,\u201d IEEE Expert, vol. 7, no. 5, pp. 21\u201327, 1992.","journal-title":"IEEE Expert"},{"issue":"2","key":"314097_CR6","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1109\/64.129277","volume":"7","author":"J. Kolodner","year":"1992","unstructured":"J.Kolodner and W. Mark, \u201cCase-based reasoning,\u201d IEEE Expert, vol. 7, no. 2, pp. 5\u20136, 1992.","journal-title":"IEEE Expert"},{"issue":"5","key":"314097_CR7","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1109\/64.163667","volume":"7","author":"E. Simoudis","year":"1992","unstructured":"E. Simoudis, \u201cUsing case-based retrieval for customer technical support,\u201d IEEE Expert, vol. 7, no. 5. pp. 7\u201313, 1992.","journal-title":"IEEE Expert"},{"key":"314097_CR8","volume-title":"Inside Case-Based Reasoning","author":"R. Shank","year":"1994","unstructured":"R. Shank, A. Kass, and C. Riesbeck, Inside Case-Based Reasoning, Lawrence Erlbaum Associates: New Jersey, 1994."},{"key":"314097_CR9","first-page":"32","volume":"1","author":"B. Smyth","year":"1995","unstructured":"B. Smyth and P. Cunningham, \u201cA comparison of incremental case-based reasoning and inductive learning,\u201d in Proceedings of the 2nd European Workshop on Case-Based Reasoning, 1995, vol. 1, pp. 32\u201339.","journal-title":"Proceedings of the 2nd European Workshop on Case-Based Reasoning"},{"key":"314097_CR10","unstructured":"A. Ram and J.C. Santamaria, \u201cContinuous case-based reasoning,\u201d in Proceedings of the AAAI-93 Workshop on Case-Based Reasoning, 1993, pp. 86\u201393."},{"key":"314097_CR11","first-page":"139","volume":"2","author":"D. Fisher","year":"1987","unstructured":"D. Fisher, \u201cKnowledge acquisition via incremental conceptual clustering,\u201d Machine Learning, vol. 2, pp. 139\u2013172, 1987.","journal-title":"Machine Learning"},{"key":"314097_CR12","first-page":"54","volume-title":"Proceedings of the Fifth International Conference on Machine Learning, Ann Arbor, MI. June 12-14 1988","author":"P. Cheeseman","year":"1988","unstructured":"P. Cheeseman, J. Kelly, M. Self, J. Stutz, W. Taylor, and D. Freeman, \u201cAutoclass: A Bayesian classification system,\u201d in Proceedings of the Fifth International Conference on Machine Learning, Ann Arbor, MI. June 12-14 1988, Morgan Kaufmann: San Francisco, 1988, pp. 54\u201364."},{"key":"314097_CR13","first-page":"81","volume":"1","author":"J.R. Quinlan","year":"1986","unstructured":"J.R. Quinlan, \u201cInduction of decision trees,\u201d Machine Learning, vol. 1, pp. 81\u2013106, 1986.","journal-title":"Machine Learning"},{"key":"314097_CR14","doi-asserted-by":"crossref","unstructured":"M. Malek, \u201cA connectionist indexing approach for CBR systems,\u201d in Case-Based Reasoning Research and Development, (ICCBR 1995) Sesimbra, Portugal, pp. 520\u2013527, 1995.","DOI":"10.1007\/3-540-60598-3_48"},{"key":"314097_CR15","doi-asserted-by":"crossref","unstructured":"P. Cunningham, A. Bonzano, and B. Smyth, \u201cUsing introspective learning to improve retrieval in car: A case study in air traffic control,\u201d in Proceedings of the Second International Conference on Case-Based Reasoning, ICCBR-97, Providence RI, USA, 1997, pp. 291\u2013302.","DOI":"10.1007\/3-540-63233-6_500"},{"key":"314097_CR16","unstructured":"S. Fox and D.B. Leake, \u201cLearning to refine indexing by introspective reasoning,\u201d in Proceedings of the 14th International Joint Conference on Artificial Intelligence, Montreal, Canada, (IJCAI95), Aug. 1995, pp. 391\u2013399."},{"key":"314097_CR17","first-page":"267","volume-title":"Second International Conference on Case-Based Reasoning, (ICCBR-97)","author":"D.W. Aha","year":"1997","unstructured":"D.W. Aha and L. Breslow, \u201cRefining conversational case libraries,\u201d in Second International Conference on Case-Based Reasoning, (ICCBR-97), edited by D.B. Leake and E. Plaza, Springer: Providence, RI, USA, vol. 1266, pp. 267\u2013278, July 1997."},{"key":"314097_CR18","doi-asserted-by":"crossref","unstructured":"Z. Zhang and Q. Yang, \u201cTowards lifetime maintenance of case based indexes for continual case based reasoning,\u201d in Proceedings of the 8th International Conference on Artificial Intelligence: Methodology, Systems, applications, Springer: Lecture Notes in Computer Science, Sozopol, Bulgaria, vol. 1480, 1998, pp. 489\u2013510.","DOI":"10.1007\/BFb0057469"},{"key":"314097_CR19","first-page":"377","volume":"1","author":"B. Smyth","year":"1995","unstructured":"B. Smyth and M. Keane, \u201cRemembering to forget: A competence-preserving case deletion policy for case-based reasoning systems,\u201d in International Joint Conference on Artificial Intelligence, vol. 1, pp. 377\u2013382, 1995.","journal-title":"International Joint Conference on Artificial Intelligence"},{"key":"314097_CR20","first-page":"459","volume":"1","author":"S. Markovich","year":"1988","unstructured":"S. Markovich and P. Scott, \u201cThe role of forgetting in learning,\u201d in Proceedings of the Fifth International Conference on Machine Learning, 1988, vol. 1, pp. 459\u2013465.","journal-title":"Proceedings of the Fifth International Conference on Machine Learning"},{"key":"314097_CR21","first-page":"1226","volume-title":"Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence","author":"P. Domingos","year":"1995","unstructured":"P. Domingos, \u201cRule induction and instance-based learning,\u201d in Proceedings of the Thirteenth International Joint Conference on Artificial Intelligence, Morgan Kaufmann: San Francisco, CA, USA, 1995, pp. 1226\u20131232."},{"key":"314097_CR22","first-page":"37","volume":"6","author":"D.W. Aha","year":"1991","unstructured":"D.W. Aha, D. Kibler, and M. Albert, \u201cInstance-based learning algorithms,\u201d Machine Learning, vol. 6, pp. 37\u201366, 1991.","journal-title":"Machine Learning"},{"key":"314097_CR23","doi-asserted-by":"crossref","unstructured":"K. Racine and Q. Yang, \u201cMaintaining unstructured case bases,\u201d in Proceedings of the Second International Conference on Case-Based Reasoning, ICCBR-97, Providence RI, USA, 1997, pp. 553\u2013564.","DOI":"10.1007\/3-540-63233-6_524"},{"key":"314097_CR24","doi-asserted-by":"crossref","first-page":"196","DOI":"10.1007\/BFb0056333","volume-title":"Advances in Case-Based Reasoning: Proceedings of EWCBR-98","author":"D.B. Leake","year":"1998","unstructured":"D.B. Leake and D. Wilson, \u201cCategorizing case-base maintenance: Dimensions and directions,\u201d in Advances in Case-Based Reasoning: Proceedings of EWCBR-98, Springer-Verlag: Berlin, pp. 196\u2013207, 1998."},{"key":"314097_CR25","first-page":"1233","volume-title":"Proceedings of the International Joint Conference on Artificial Intelligence","author":"K. Deng","year":"1995","unstructured":"K. Deng and A.W. Moore, \u201cMultiresolution instance-based learning,\u201d in Proceedings of the International Joint Conference on Artificial Intelligence, Morgan Kaufmann: Montreal, 1995, pp. 1233\u20131239."},{"key":"314097_CR26","first-page":"225","volume-title":"Proceedings of the Thirteenth International Conference on Machine Learning","author":"S. Grolimund","year":"1996","unstructured":"S. Grolimund and J.-L. Ganascia, \u201cSpeeding-up nearest neighbor memories: The template tree case memory organization,\u201d in Proceedings of the Thirteenth International Conference on Machine Learning, Morgan Kaufmann: Bari, Italy, 1996, pp. 225\u2013233."},{"key":"314097_CR27","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1007\/3-540-58330-0_85","volume-title":"Topics in Case-Based Reasoning","author":"S. Wess","year":"1994","unstructured":"S. Wess, K.-D. Althoff, and G. Derwand, \u201cUsing k-d trees to improve the retrieval step in case-based reasoning,\u201d in Topics in Case-Based Reasoning, edited by S. Wess, K.-D. Althoff, and M.M. Richter, Springer: Heidelberg, Germany, pp. 167\u2013181, 1994."},{"key":"314097_CR28","volume-title":"Clustering of Large Data Sets","author":"J. Zupan","year":"1982","unstructured":"J. Zupan, Clustering of Large Data Sets, John Wiley & Sons: Chicester, England, Toronto: Research studies Press, 1982."},{"key":"314097_CR29","doi-asserted-by":"crossref","unstructured":"E. Auriol, S. Wess, M. Manago, K.D. Althoff, and R. Traph, \u201cInreca: A seamlessly integrated system based on inductive inference and case-based reasoning,\u201d in Case-Based Reasoning Research and Development, pp. 371\u2013380, 1995.","DOI":"10.1007\/3-540-60598-3_33"},{"key":"314097_CR30","series-title":"LNCS 837","first-page":"110","volume-title":"First European Workshop on CBR","author":"S.K. Bamberger","year":"1993","unstructured":"S.K. Bamberger and K. Goos, \u201cIntegration of case-based reasoning and inductive learning methods,\u201d in First European Workshop on CBR, Nov. 1-5, LNCS 837, Springer: Verlag, Berlin, pp. 110\u2013121, 1993."},{"key":"314097_CR31","unstructured":"M. Manago, K. Althodff, E Auriol, R. Traphoner, S. Wess, N. Conruyt, and F. Maurer, \u201cInduction and reasoning from cases,\u201d in First European Workshop on CBR, Seki-Report SR-93-12 University of Kaiserslautern, pp. 313\u2013318, 1993."},{"key":"314097_CR32","unstructured":"J. Sander, M. Ester, H.-P. Kriegel, and X. Xu, \u201cDensity-based clustering in spatial databases: The algorithm GDBSCAN and its applications,\u201d Data Mining and Knowledge Discovery, vol. 2, no. 2, 1998. Kluwer Academic Publishers."},{"key":"314097_CR33","unstructured":"X. Xu, M. Ester, K. Kriegel, and J. Sander, \u201cA distribution-based clustering algorithm for mining in large spatial databases,\u201d in Proceedings of the 14th International Conference on Data Engineering, Orlando FI. (ICDE'98) 1998."},{"key":"314097_CR34","unstructured":"Q. Yang, E. Kim, and K. Racine, \u201cCaseadvisor: Supporting interactive problem solving and case base maintenance for help desk applications,\u201d in Proceedings of the IJCAI'97 Workshop on Practical Use of CBR, Nogoya, Japan, Aug. 1997, pp. 32\u201344."},{"key":"314097_CR35","volume-title":"UCI Repository of Machine Learning Databases","author":"E. Keogh","year":"1998","unstructured":"E. Keogh, C. Blake, and C.J. Merz, \u201cUCI Repository of Machine Learning Databases,\u201d [http:\/\/www\/ics.vci. edu\/nmlearn\/MLRepository.html]: Icvine CA: University of California, Dept of Intermotion and Computer Science, 1998."}],"container-title":["Applied Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008303008006.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1023\/A:1008303008006\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1023\/A:1008303008006.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,18]],"date-time":"2025-05-18T14:49:52Z","timestamp":1747579792000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1023\/A:1008303008006"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2001,1]]},"references-count":35,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2001,1]]}},"alternative-id":["314097"],"URL":"https:\/\/doi.org\/10.1023\/a:1008303008006","relation":{},"ISSN":["0924-669X","1573-7497"],"issn-type":[{"value":"0924-669X","type":"print"},{"value":"1573-7497","type":"electronic"}],"subject":[],"published":{"date-parts":[[2001,1]]}}}