{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,6]],"date-time":"2025-10-06T09:23:05Z","timestamp":1759742585428},"reference-count":18,"publisher":"Cambridge University Press (CUP)","issue":"2","license":[{"start":{"date-parts":[[2009,2,27]],"date-time":"2009-02-27T00:00:00Z","timestamp":1235692800000},"content-version":"unspecified","delay-in-days":5536,"URL":"https:\/\/www.cambridge.org\/core\/terms"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AIEDAM"],"published-print":{"date-parts":[[1994]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>The use of machine learning techniques requires the formulation of a learning problem in a particular domain. The application of machine learning techniques in a design domain requires the consideration of the representation of the learned design knowledge, that is, a target representation, as well as the content and form of the training data, or design examples. This paper examines the use of a target representation of design concepts and the application, adaptation, or generation of machine learning techniques to generate design concepts from design examples. The examples are taken from the domain of bridge design. The primary machine learning paradigm considered is concept formation.<\/jats:p>","DOI":"10.1017\/s0890060400000706","type":"journal-article","created":{"date-parts":[[2010,3,31]],"date-time":"2010-03-31T13:47:22Z","timestamp":1270043242000},"page":"95-111","source":"Crossref","is-referenced-by-count":7,"title":["Learning design concepts using machine learning techniques"],"prefix":"10.1017","volume":"8","author":[{"given":"Mary Lou","family":"Maher","sequence":"first","affiliation":[]},{"given":"Heng","family":"Li","sequence":"additional","affiliation":[]}],"member":"56","published-online":{"date-parts":[[2009,2,27]]},"reference":[{"key":"S0890060400000706_ref017","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/1968.001.0001","volume-title":"Computational Philosophy of Science","author":"Thagard","year":"1988"},{"key":"S0890060400000706_ref016","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-934613-41-5.50038-6"},{"key":"S0890060400000706_ref008","volume-title":"Templets and the Explanation of Complex Patterns","author":"Katz","year":"1984"},{"key":"S0890060400000706_ref002","volume-title":"Statistics, a Computer Approach","author":"Burford","year":"1968"},{"key":"S0890060400000706_ref001","first-page":"163","volume-title":"Knowledge Modelling and Expertise Transfer","author":"Alem","year":"1991"},{"key":"S0890060400000706_ref012","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-12405-5"},{"key":"S0890060400000706_ref015","unstructured":"Reich Y. (1990). Converging to \u201cideal\u201d design knowledge by learning. In Proc. First Int. Workshop Formal Methods Eng. Design, 330\u2013349."},{"key":"S0890060400000706_ref010","first-page":"49","article-title":"Process models for design synthesis","volume":"11","author":"Maher","year":"1990","journal-title":"AI Magazine"},{"key":"S0890060400000706_ref009","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-82742-6_2"},{"key":"S0890060400000706_ref013","doi-asserted-by":"publisher","DOI":"10.1016\/0020-0255(74)90008-5"},{"key":"S0890060400000706_ref011","first-page":"463","volume-title":"Machine Intelligence 4","author":"McCarthy","year":"1969"},{"key":"S0890060400000706_ref007","volume-title":"Statistics for Engineering","author":"Greer","year":"1979"},{"key":"S0890060400000706_ref006","doi-asserted-by":"publisher","DOI":"10.1016\/0004-3702(89)90046-5"},{"key":"S0890060400000706_ref003","volume-title":"Knowledge-Based Design Systems","author":"Coyne","year":"1990"},{"key":"S0890060400000706_ref018","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-108550-6.50007-0"},{"key":"S0890060400000706_ref014","doi-asserted-by":"crossref","unstructured":"Rao R.B. , Lu S. C-Y ., & Stepp R.E. (1991). Knowledge-based equation discovery in engineering domains. In Machine Learning, Proc. Eight Int. Workshop (ML91), 630\u2013634.","DOI":"10.1016\/B978-1-55860-200-7.50128-8"},{"key":"S0890060400000706_ref004","doi-asserted-by":"publisher","DOI":"10.1007\/BF01580003"},{"key":"S0890060400000706_ref005","doi-asserted-by":"publisher","DOI":"10.1007\/BF00114265"}],"container-title":["Artificial Intelligence for Engineering Design, Analysis and Manufacturing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S0890060400000706","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,15]],"date-time":"2019-05-15T19:53:59Z","timestamp":1557950039000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S0890060400000706\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1994]]},"references-count":18,"journal-issue":{"issue":"2","published-print":{"date-parts":[[1994]]}},"alternative-id":["S0890060400000706"],"URL":"https:\/\/doi.org\/10.1017\/s0890060400000706","relation":{},"ISSN":["0890-0604","1469-1760"],"issn-type":[{"value":"0890-0604","type":"print"},{"value":"1469-1760","type":"electronic"}],"subject":[],"published":{"date-parts":[[1994]]}}}