{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T07:55:36Z","timestamp":1771487736535,"version":"3.50.1"},"reference-count":38,"publisher":"Elsevier BV","issue":"1","license":[{"start":{"date-parts":[[1993,1,1]],"date-time":"1993-01-01T00:00:00Z","timestamp":725846400000},"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":["Decision Support Systems"],"published-print":{"date-parts":[[1993,1]]},"DOI":"10.1016\/0167-9236(93)90027-z","type":"journal-article","created":{"date-parts":[[2003,6,30]],"date-time":"2003-06-30T12:15:45Z","timestamp":1056975345000},"page":"127-142","source":"Crossref","is-referenced-by-count":28,"title":["Integration of simulation modeling and inductive learning in an adaptive decision support system"],"prefix":"10.1016","volume":"9","author":[{"given":"Selwyn","family":"Piramuthu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Narayan","family":"Raman","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael J.","family":"Shaw","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sang","family":"Chan Park","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"no. 3","key":"10.1016\/0167-9236(93)90027-Z_BIB1","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1109\/TCHMT.1984.1136360","article-title":"Performance of Hierarchical Production Scheduling Policy","volume":"vol. CHMT-7","author":"Akella","year":"1984","journal-title":"IEEE Transactions on Components, Hybrids, and Manufacturing Technology"},{"issue":"No. 9","key":"10.1016\/0167-9236(93)90027-Z_BIB2","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1287\/mnsc.30.9.1093","article-title":"Sequencing Rules and Due-Date Assignments in a Job Shop","volume":"30","author":"Baker","year":"1984","journal-title":"Management Science"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB3","series-title":"Introduction to Sequencing and Scheduling","author":"Baker","year":"1974"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB4","doi-asserted-by":"crossref","first-page":"192","DOI":"10.1287\/opre.36.2.192","article-title":"Sequencing of Insertions in Printed Circuit Board Assembly","volume":"36","author":"Ball","year":"1988","journal-title":"Operations Research"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB5","series-title":"Proceedings of the 1984 National Computer Conference","article-title":"Issues in the Design of Expert Systems for Management","author":"Blanning","year":"1984"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB6","series-title":"DSS-84 Transactions","first-page":"69","article-title":"Expert Systems for Management: Possible Application Areas","author":"Blanning","year":"1984"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB7","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/0167-9236(85)90198-8","article-title":"A Relational Framework for Join Implementation in Model Management Systems","volume":"1","author":"Blanning","year":"1985","journal-title":"Decision Support Systems"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB8","doi-asserted-by":"crossref","first-page":"616","DOI":"10.1111\/j.1540-5915.1980.tb01165.x","article-title":"Future Directions for Developing Decision Support Systems","volume":"11","author":"Bonczek","year":"1980","journal-title":"Decision Science"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB9","series-title":"Foundations of Decision Support Systems","author":"Bonczek","year":"1981"},{"issue":"2","key":"10.1016\/0167-9236(93)90027-Z_BIB10","doi-asserted-by":"crossref","DOI":"10.1287\/opre.29.2.263","article-title":"A Generalized Decision Support System Using Predicate Calculus and Network Data Base Management","volume":"29","author":"Bonczek","year":"1981","journal-title":"Operations Research"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB11","series-title":"Processes and Tools for Decision Support","first-page":"65","article-title":"Specification of Modeling Knowledge in Decision Support Systems","author":"Bonczek","year":"1983"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB12","series-title":"Proceedings of the European Conference on Artificial Intelligence","article-title":"A Critical Survey of Rule Learning Programs","author":"Bundy","year":"1982"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB13","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1109\/TAC.1982.1102820","article-title":"Optimal Operating Rules for Automated Manufacturing Systems","volume":"AC-27","author":"Buzacott","year":"1982","journal-title":"IEEE Transactions on Automatic Control"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB14","series-title":"Theory of Scheduling","author":"Conway","year":"1967"},{"issue":"6","key":"10.1016\/0167-9236(93)90027-Z_BIB15","doi-asserted-by":"crossref","first-page":"619","DOI":"10.1109\/TSE.1984.5010291","article-title":"Knowledge representation for Model Management Systems","volume":"10","author":"Dolk","year":"1984","journal-title":"IEEE Transactions on Software Engineering"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB16","series-title":"Proceedings of the First Conference on Information Systems","article-title":"Model Management Systems: An Approach to Decision Support in Complex Organizations","author":"Elam","year":"1980"},{"issue":"5","key":"10.1016\/0167-9236(93)90027-Z_BIB17","doi-asserted-by":"crossref","first-page":"547","DOI":"10.1287\/mnsc.33.5.547","article-title":"An Introduction to Structured Modeling","volume":"33","author":"Geoffrion","year":"1987","journal-title":"Management Science"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB18","series-title":"Automatic Refinement of Expert System Knowledge Bases","author":"Ginsberg","year":"1988"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB19","series-title":"Proceedings of the 1985 IJCAI","first-page":"367","article-title":"SEEK2: A Generalized Approach to Automatic Knowledge base Refinement","author":"Ginsberg","year":"1985"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB20","series-title":"Technical Report No. UIUCDCS- F-86-1949","article-title":"AQ15: Incremental Learning of Attribute-Based Descriptions from Examples","author":"Hong","year":"1986"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB21","article-title":"AM: An Artificial Intelligence Approach to Discovery in Mathematics as Heuristic Search","author":"Lenat","year":"1976"},{"issue":"6","key":"10.1016\/0167-9236(93)90027-Z_BIB22","doi-asserted-by":"crossref","first-page":"849","DOI":"10.1287\/opre.36.6.849","article-title":"Development of a Knowledge-Based Model Management System","volume":"36","author":"Liang","year":"1988","journal-title":"Operations Research"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB23","doi-asserted-by":"crossref","first-page":"47","DOI":"10.1007\/BF00116250","article-title":"Explanation Based Learning: A Unifying View","volume":"1","author":"Mitchell","year":"1986","journal-title":"Machine Learning"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB24","series-title":"Proceedings of the 1985 IJCAI","first-page":"573","article-title":"LEAP: A Learning Apprentice for VLSI design","author":"Mitchell","year":"1985"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB25","series-title":"Machine Learning: An Artificial Intelligence Approach","first-page":"163","article-title":"Learning by Experimentation: Acquiring and Refining Problem-Solving Heuristics","author":"Mitchell","year":"1983"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB26","series-title":"Proceedings of the Third ORSA\/TIMS Conference on Flexible Manufacturing Systems","article-title":"Heuristic Learning in Pattern-Directed Scheduling","author":"Park","year":"1989"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB27","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/0004-3702(84)90024-9","article-title":"Using Empirical Analysis to Refine Expert System Knowledge Bases","volume":"22","author":"Politakis","year":"1984","journal-title":"Artificial Intelligence"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB28","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/BF00116251","article-title":"Induction of decision Trees","volume":"1","author":"Quinlan","year":"1986","journal-title":"Machine Learning"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB29","series-title":"Uncertainty in AI","first-page":"429","article-title":"Induction, of and by Probability","author":"Rendell","year":"1986"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB30","article-title":"Explanation-Based Learning of Generalized Robot Assembly Plans","author":"Segre","year":"1979"},{"issue":"No. 5","key":"10.1016\/0167-9236(93)90027-Z_BIB31","first-page":"353","article-title":"Knowledge-Based Scheduling in Flexible Manufacturing Systems: An Integration of Pattern-Directed Inference and Heuristic Search","volume":"15","author":"Shaw","year":"1988","journal-title":"International Journal of Production Research"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB32","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1007\/BF00222707","article-title":"A Pattern-Directed Approach to Flexible Manufacturing: A Framework for Intelligent Scheduling, Learning, and Control","volume":"2","author":"Shaw","year":"1989","journal-title":"International Journal of Flexible Manufacturing Systems"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB33","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1016\/0167-9236(87)90103-5","article-title":"Applying Inductive Learning to Enhance Knowledge-Based Expert Systems","volume":"3","author":"Shaw","year":"1987","journal-title":"Decision Support Systems"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB34","doi-asserted-by":"crossref","DOI":"10.1080\/07408179208964213","article-title":"Intelligent Scheduling with Machine Learning Capabilities: The Induction of Scheduling Knowledge","author":"Shaw","year":"1992","journal-title":"IIE Transactions"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB35","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1016\/0167-9236(88)90017-6","article-title":"Applying Machine Learning to Model Management in Decision Support Systems","volume":"4","author":"Shaw","year":"1988","journal-title":"Decision Support Systems"},{"issue":"No. 4","key":"10.1016\/0167-9236(93)90027-Z_BIB36","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1147\/rd.294.0401","article-title":"Scheduling Algorithms for Flexible Flow Lines","volume":"29","author":"Wittrock","year":"1985","journal-title":"IBM Journal of Research and Development"},{"issue":"No. 3","key":"10.1016\/0167-9236(93)90027-Z_BIB37","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1287\/opre.36.3.445","article-title":"An Adaptive Scheduling Algorithm for Flexible Flow Lines","volume":"36","author":"Wittrock","year":"1988","journal-title":"Operations Research"},{"key":"10.1016\/0167-9236(93)90027-Z_BIB38","article-title":"Apprenticeship Learning Techniques for Knowledge Based Systems","author":"Wilkins","year":"1988"}],"container-title":["Decision Support Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:016792369390027Z?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:016792369390027Z?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2019,3,18]],"date-time":"2019-03-18T11:54:04Z","timestamp":1552910044000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/016792369390027Z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1993,1]]},"references-count":38,"journal-issue":{"issue":"1","published-print":{"date-parts":[[1993,1]]}},"alternative-id":["016792369390027Z"],"URL":"https:\/\/doi.org\/10.1016\/0167-9236(93)90027-z","relation":{},"ISSN":["0167-9236"],"issn-type":[{"value":"0167-9236","type":"print"}],"subject":[],"published":{"date-parts":[[1993,1]]}}}