{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,3]],"date-time":"2025-05-03T16:10:11Z","timestamp":1746288611312,"version":"3.40.4"},"reference-count":23,"publisher":"Elsevier","isbn-type":[{"type":"print","value":"9781558602472"}],"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\/b978-1-55860-247-2.50008-5","type":"book-chapter","created":{"date-parts":[[2014,7,1]],"date-time":"2014-07-01T02:53:35Z","timestamp":1404183215000},"page":"20-29","source":"Crossref","is-referenced-by-count":2,"title":["The Principal Axes Method for Constructive Induction"],"prefix":"10.1016","author":[{"given":"Jerzy W.","family":"Bala","sequence":"first","affiliation":[]},{"given":"Ryszard S.","family":"Michalski","sequence":"additional","affiliation":[]},{"given":"Janusz","family":"Wnek","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib1","doi-asserted-by":"crossref","unstructured":"Bloedorn, E. and Michalski, R.S., \u201cData-Driven Constructive Induction in Method and Experiments,\u201d Proceedings of the 3rd International Conference on Tools for AI, San Jose, CA, pp.30\u201337, 1991.","DOI":"10.1109\/TAI.1991.167073"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib2","unstructured":"Bloedorn, E., Michalski, R.S. and Wnek, J., \u201cAQ17 - A Multistrategy Constructive Learning System,\u201d to appear in Reports of Machine Learning and Inference Laboratory, Center for Artificial Intelligence, George Mason University, 1992."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib3","unstructured":"Brodatz, P., Textures: A Photographic Album for Artists and Designers, New York, 1966."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib4","unstructured":"Cestnik, B., Kononenko, I. and Bratko, I., \u201cASSISTANT 86: A Knowledge Elicitation Tool for Sophisticated Users,\u201d Proceedings of EWSL-87, Bled, Yugoslavia, pp. 31\u201345, 1987."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib5","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1007\/BF00116835","article-title":"\u201cThe CN2 Induction Algorithm,\u201d","volume":"3","author":"Clark","year":"1989","journal-title":"Machine Learning"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib6","unstructured":"Drastal, G., Czako, G. and Raatz, S., \u201cInduction in an Abstraction Space: A Form of Constructive Induction,\u201d Proceedings of the IJCAI-89, pp. 708\u2013712, Detroit, MI, August 1989."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib7","unstructured":"Flann, N.S., and Dietterich, T.G., \u201cSelecting Appropriate Representations for Learning from Examples,\u201d Proceedings of AAAI-86, Philadelphia, PA, pp. 460\u2013466, 1986."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib8","article-title":"\u201cRediscovering Chemistry With the BACON System,\u201d","volume":"I","author":"Langley","year":"1983"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib9","doi-asserted-by":"crossref","unstructured":"Laws, K.I., \u201cTextured Image Segmentation\u201d, Ph.D. Thesis, Dept. of Electrical Engineering, University of Southern California, Los Angeles, 1980.","DOI":"10.21236\/ADA083283"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib10","article-title":"\u201cLearning from Observation and Discovery,\u201d","volume":"I","author":"Lenat","year":"1983"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib11","unstructured":"Matheus, C., \u201cFeature Construction: An Analytic Framework and Application to Decision Trees,\u201d Ph.D. Thesis, University of Illinois, 1989."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib12","unstructured":"Michalski, R.S., \u201cAQVAL\/1 - Computer Implementation of a Variable-Valued Logic System VL1 and Examples of its Application to Pattern Recognition,\u201d Proceedings of the First International Joint Conference on Pattern Recognition, Washington, D.C., pp. 3\u201317, 1973."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib13","doi-asserted-by":"crossref","unstructured":"Michalski, R.S., \u201cPattern Recognition as Knowledge-Guided Computer Induction,\u201d Report No. 927, Department of Computer Science, University of Illinois, Urbana, June 1978. (Published under the title \u201cPattern Recognition as Rule-Guided Inductive Inference,\u201d in IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. PAMI-2, No. 4, pp. 349\u2013361, July 1980.)","DOI":"10.1109\/TPAMI.1980.4767034"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib14","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/0004-3702(83)90016-4","article-title":"\u201cA Theory and Methodology of Inductive Learning,\u201d","volume":"20","author":"Michalski","year":"1983","journal-title":"Artificial Intelligence"},{"year":"1986","series-title":"\u201cThe AQ15 Inductive Learning System: An Overview and Experiments\u201d","author":"Michalski","key":"10.1016\/B978-1-55860-247-2.50008-5_bib15"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib16","article-title":"\u201cLearning by Experimentation: Acquiring and Refining Problem-Solving Heuristics,\u201d","volume":"I","author":"Mitchell","year":"1983"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib17","unstructured":"Muggleton, S., \u201cDuce, and Oracle-Based Approach to Constructive Induction,\u201d Proceedings of IJCAI-87, pp.287\u2013292, Milan, Italy, 1987."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib18","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1023\/A:1022611825350","article-title":"\u201cBoolean Feature Discovery in Empirical Learning,\u201d","volume":"5","author":"Pagallo","year":"1990","journal-title":"Machine Learning"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib19","article-title":"\u201cLearning Efficient Classification Procedures and Their Application to Chess End Games,\u201d","volume":"I","author":"Quinlan","year":"1983"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib20","unstructured":"Rendell, L., \u201cSubstantial Constructive Induction Using Layered Information Compression:Tractable Feature Formation in Search,\u201d Proceedings of IJCAI-85, pp. 650\u2013658, 1985."},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib21","doi-asserted-by":"crossref","unstructured":"Schlimmer, J.C, \u201cIncremental Adjustment of Representations in Learning,\u201d Proceedings of the Fourth International Machine Learning Workshop, pp.79\u201390, 1987.","DOI":"10.1016\/B978-0-934613-41-5.50012-X"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib22","article-title":"\u201cConceptual Clustering: Inventing Goal-Oriented Classifications of Structured Objects,\u201d","volume":"II","author":"Stepp","year":"1986"},{"key":"10.1016\/B978-1-55860-247-2.50008-5_bib23","unstructured":"Wnek, J. and Michalski, R.S., \u201cHypothesis-driven Constructive Induction in AQ17: A Method and Experiments,\u201d Proceedings of the IJCAI-91 Workshop on Evaluating and Changing Representations in Machine Learning, K. Morik, F. Bergadano and W. Buntine (Eds.), pp.13\u201322, Sydney, Australia, 1991."}],"container-title":["Machine Learning Proceedings 1992"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:B9781558602472500085?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:B9781558602472500085?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,5,3]],"date-time":"2025-05-03T15:43:04Z","timestamp":1746286984000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/B9781558602472500085"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1992]]},"ISBN":["9781558602472"],"references-count":23,"URL":"https:\/\/doi.org\/10.1016\/b978-1-55860-247-2.50008-5","relation":{},"subject":[],"published":{"date-parts":[[1992]]}}}