{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T22:53:20Z","timestamp":1769554400167,"version":"3.49.0"},"reference-count":15,"publisher":"Elsevier","isbn-type":[{"value":"9781558602472","type":"print"}],"license":[{"start":{"date-parts":[[1992,1,1]],"date-time":"1992-01-01T00:00:00Z","timestamp":694224000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[1992]]},"DOI":"10.1016\/b978-1-55860-247-2.50006-1","type":"book-chapter","created":{"date-parts":[[2014,7,1]],"date-time":"2014-07-01T02:54:23Z","timestamp":1404183263000},"page":"1-10","source":"Crossref","is-referenced-by-count":94,"title":["Generalizing from Case Studies: A Case Study"],"prefix":"10.1016","author":[{"given":"David W.","family":"Aha","sequence":"first","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib1","unstructured":"Aha, D. W. (1989). Incremental, instance-based learning of independent and graded concept descriptions. In Proceedings of the Sixth International Workshop on Machine Learning (pp. 387\u2013391). Ithaca, NY: Morgan Kaufmann."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib2","unstructured":"Aha, D. W. (1991). Incremental constructive induction: An instance-based approach. In Proceedings of the Eighth International Workshop on Machine Learning (pp. 117\u2013121). Evanston, IL: Morgan Kaufmann."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib3","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1007\/BF00153759","article-title":"Instance-based learning algorithms","volume":"6","author":"Aha","year":"1991","journal-title":"Machine Learning"},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib4","unstructured":"Benedict, P. (1990). The second data generation program \u2013 DGP\/2. University of Illinois, Urbana-Champaign, Inductive Learning Group, Beckman Institute for Advanced Technology and Sciences. Unpublished."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib5","unstructured":"Clark, P. E., & Boswell, R. (1991). Rule induction with CN2: Some recent improvements. In Proceedings of the Fifth European Working Session on Learning (pp. 151\u2013163). Porto, Portugal: Springer-Verlag."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib6","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1007\/BF00116835","article-title":"The CN2 induction algorithm","volume":"3","author":"Clark","year":"1989","journal-title":"Machine Learning"},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib7","unstructured":"Dietterich, T. G., Hild, H., & Bakiri, G. (1990). A comparative study of ID3 and Backpropagation for English text-to-speech mapping. In Proceedings of the Seventh International Conference on Machine Learning (pp. 24\u201331). Austin, TX: Morgan Kaufmann."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib8","unstructured":"Fogarty, T. C. (in press). First nearest neighbor classification on Frey and Slate's letter recognition problem. To appear in Machine Learning."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib9","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1007\/BF00114162","article-title":"Letter recognition using Holland-style adaptive classifiers","volume":"6","author":"Frey","year":"1991","journal-title":"Machine Learning"},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib10","unstructured":"Kelly, J. D., Jr., & Davis, L. (1991). A hybrid genetic algorithm for classification. In Proceedings of the Twelfth International Joint Conference on Artificial Intelligence (pp. 645\u2013650). Sydney, Australia: Morgan Kaufmann."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib11","unstructured":"Kibler, D., & Langley, P. (1988). Machine learning as an experimental science. In Proceedings of the Third European Working Session on Learning (pp. 81\u201392). Glasgow, Scotland: Pitman."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib12","unstructured":"Pazzani, M. J., & Sarrett, W. E. (1990). Integrating empirical and explanation-based learning: Experimental and analytical results. In Proceedings of the Seventh International Conference On Machine Learning (pp. 339\u2013347). Austin, TX: Morgan Kaufmann."},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib13","article-title":"The effect of noise on concept learning","volume":"II","author":"Quinlan","year":"1986"},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib14","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1007\/BF00117106","article-title":"The effect of data character on empirical concept learning","volume":"5","author":"Rendell","year":"1990","journal-title":"Machine Learning"},{"key":"10.1016\/B978-1-55860-247-2.50006-1_bib15","volume":"1","year":"1986"}],"container-title":["Machine Learning Proceedings 1992"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:B9781558602472500061?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:B9781558602472500061?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2018,10,2]],"date-time":"2018-10-02T07:59:08Z","timestamp":1538467148000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/B9781558602472500061"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1992]]},"ISBN":["9781558602472"],"references-count":15,"URL":"https:\/\/doi.org\/10.1016\/b978-1-55860-247-2.50006-1","relation":{},"subject":[],"published":{"date-parts":[[1992]]}}}