{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,8]],"date-time":"2026-01-08T07:16:07Z","timestamp":1767856567413,"version":"3.49.0"},"publisher-location":"Berlin, Heidelberg","reference-count":37,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783540506768","type":"print"},{"value":"9783540460688","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[1988]]},"DOI":"10.1007\/3-540-50676-4_12","type":"book-chapter","created":{"date-parts":[[2012,2,25]],"date-time":"2012-02-25T20:31:00Z","timestamp":1330201860000},"page":"125-145","source":"Crossref","is-referenced-by-count":2,"title":["Fundamental mechanisms in machine learning and inductive inference: Part 2"],"prefix":"10.1007","author":[{"given":"Alan W.","family":"Biermann","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2005,6,9]]},"reference":[{"key":"5_CR1","unstructured":"Angluin, D. and C. Smith [83], \u201dInductive inference: theory and methods\u201d, ACM Computing Surveys."},{"key":"5_CR2","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1016\/0004-3702(72)90048-3","volume":"3","author":"A. W. Biermann","year":"1972","unstructured":"Biermann, A. W. [1972], \u201dOn the inference of Turing machines from sample computations\u201d, Artificial Intelligence, Vol. 3, pp. 181\u2013198.","journal-title":"Artificial Intelligence"},{"issue":"8","key":"5_CR3","doi-asserted-by":"crossref","first-page":"585","DOI":"10.1109\/TSMC.1978.4310035","volume":"SMC-8","author":"A. W. Biermann","year":"1978","unstructured":"Biermann, A. W. [1978], \u201dThe inference of regular LISP programs from examples\u201d, IEEE Trans. on Systems, Man, and Cybernetics, Vol. SMC-8, No. 8, pp. 585\u2013600.","journal-title":"IEEE Trans. on Systems, Man, and Cybernetics"},{"key":"5_CR4","unstructured":"Biermann, A. W. [85], \u201dFundamental Mechanisms in Machine Learning and Inductive Inference\u201d, in Fundamentals of Artificial Intelligence, Eds. W. Bibel and Ph. Jorrand, Springer-Verlag."},{"key":"5_CR5","unstructured":"Biermann, A. W., K. C. Gilbert, A. Fahmy, and B. Koster [86], \u201dOn the errors that learning machines will make\u201d, Tech. Report, Duke University."},{"key":"5_CR6","unstructured":"Biermann, A., G. Guiho, and Y. Kodratoff [84], Automatic Program Construction Techniques, Macmillan Publishing Company."},{"key":"5_CR7","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/0004-3702(78)90010-3","volume":"11","author":"B. Buchanan","year":"1978","unstructured":"Buchanan, B. and E. A. Feigenbaum [1978], \u201dDENDRAL and META-DENDRAL: their applications dimension\u201d, Artificial Intelligence, Vol. 11, pp. 5\u201324.","journal-title":"Artificial Intelligence"},{"key":"5_CR8","unstructured":"Carbonell, J. G., R. S. Michalski, and T. M. Mitchell [84], \u201dAn Overview of Machine Learning\u201d, in Machine Learning, Eds. R. Michalski, J. Carbonell, and T. Mitchell, Springer-Verlag, pp. 163\u2013190."},{"key":"5_CR9","unstructured":"Cohen, B. and C. Sammut [84], \u201dProgram synthesis through concept learning\u201d, in Automatic Program Construction Techniques, Eds. A. Biermann, G. Guiho, and Y. Kodratoff, Macmillan Publishing Company."},{"key":"5_CR10","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1016\/S0019-9958(67)91165-5","volume":"10","author":"E. M. Gold","year":"1967","unstructured":"Gold, E. M. [1967], \u201dLanguage identification in the limit\u201d, Information and Control, Vol. 10, pp. 447\u2013474.","journal-title":"Information and Control"},{"key":"5_CR11","unstructured":"Kodratoff, Y. and J.-P. Jouannaud [84], \u201dSynthesizing LISP programs working on the list level of imbedding\u201d, in Automatic Program Construction Techniques, Eds. A. Biermann, G. Guiho, and Y. Kodratoff, Macmillan Publishing Company."},{"key":"5_CR12","unstructured":"Langley, P., J. M. Zytkow, H. A. Simon, and G. L. Bradshaw [86], \u201dThe search for regularity: four aspects of scientific discovery\u201d, in Machine Learning, Volume II, Eds. R. S. Michalski, J. G. Carbonell, and T. M. Mitchell, Morgan Kaufmann."},{"key":"5_CR13","unstructured":"Hinton, G. E. and Sejnowski, T. J. [86], \u201dLearning and relearning in Boltzmann machines\u201d, in Parallel Distributed Processing, Vol. 1, Eds. D. Rumelhart and J. McClelland, M. I. T. Press."},{"key":"5_CR14","doi-asserted-by":"crossref","unstructured":"Hopfield, J. and D. Tank [86], \u201dComputing with neural nets: a model\u201d, Science, August, 1986.","DOI":"10.1126\/science.3755256"},{"key":"5_CR15","unstructured":"Lenat, D. B. [77], \u201dAutomated theory formation in mathematics\u201d, Fifth International Joint Conference on Artificial Intelligence, pp. 833\u2013842."},{"key":"5_CR16","unstructured":"McClelland, J. and D. Rumelhart [86], Parallel Distributed Processing, Vol. 2, M. I. T. Press."},{"issue":"234","key":"5_CR17","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1109\/TPAMI.1980.4767034","volume":"PAMI-2","author":"R. S. Michalski","year":"1980","unstructured":"Michalski, R. S.[1980], \u201dPattern recognition as rule-guided inductive inference\u201d, IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. PAMI-2, No. 2,3,4, pp. 349\u2013361.","journal-title":"IEEE Trans. on Pattern Analysis and Machine Intelligence"},{"key":"5_CR18","unstructured":"Michalski, R. S. [86], \u201dUnderstanding the nature of learning\u201d, in Machine Learning, Volume II, Eds. R. S. Michalski, J. G. Carbonell, and T. M. Mitchell, Morgan Kaufmann."},{"key":"5_CR19","unstructured":"Michalski, R., J. Carbonell, and T. Mitchell [84], Machine Learning, Springer-Verlag."},{"key":"5_CR20","unstructured":"Michalski, R., J. Carbonell, and T. Mitchell [86], Machine Learning, Volume II, Morgan-Kaufmann."},{"key":"5_CR21","unstructured":"Minsky, M., and S. Papert [69], Perceptrons, M. I. T. Press."},{"issue":"2","key":"5_CR22","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1016\/0004-3702(82)90040-6","volume":"18","author":"T. Mitchell","year":"1982","unstructured":"Mitchell, T.[1982], \u201dGeneralization as search\u201d, Artificial Intelligence, Vol. 18, No. 2, pp. 203\u2013226.","journal-title":"Artificial Intelligence"},{"key":"5_CR23","unstructured":"Mitchell, T., J. Carbonell, and R. Michalski [86], Machine Learning \u2014 A Guide to Current Research, Kluwer Academic Publishers."},{"key":"5_CR24","doi-asserted-by":"crossref","unstructured":"Mitchell, T., R. Keller, S. Kedar-Cabelli[86], \u201dExplanation-based generalization: a unifying view\u201d, in Machine Learning, Vol. 1.","DOI":"10.1007\/BF00116250"},{"key":"5_CR25","doi-asserted-by":"crossref","unstructured":"Mitchell, T., P. Utogff, and R. Banerji[84], \u201dLearning by experimentation: acquiring and refining problem-solving heuristics\u201d, in Machine Learning, Eds. R. Michalski, J. Carbonell, and T. Mitchell, Springer-Verlag, pp. 163\u2013190.","DOI":"10.1007\/978-3-662-12405-5_6"},{"key":"5_CR26","unstructured":"Muroga, S. [71], Threshold Logic and Its Applications, John Wiley and Sons, Inc."},{"key":"5_CR27","doi-asserted-by":"crossref","unstructured":"Quinlan, J. R.[84], \u201dLearning efficient classification procedures and their application to chess end games\u201d, in Machine Learning, Eds. R. Michalski, J. Carbonell, and T. Mitchell, Springer-Verlag, pp. 463\u2013482.","DOI":"10.1016\/B978-0-08-051054-5.50019-4"},{"key":"5_CR28","unstructured":"Rumelhart, D. and J. McClelland [86], Parallel Distributed Processing, Vol. 1, M. I. T. Press."},{"issue":"6","key":"5_CR29","doi-asserted-by":"crossref","first-page":"601","DOI":"10.1147\/rd.116.0601","volume":"11","author":"A. Samuel","year":"1967","unstructured":"Samuel, A. [1967], \u201dSome studies in machine learning using the game of checkers II \u2014 Recent progress\u201d, IBM Journal of Research and Development, Vol. 11, No. 6, pp 601\u2013617.","journal-title":"IBM Journal of Research and Development"},{"key":"5_CR30","unstructured":"Sejnowski, T., and C. Rosenberg [86], \u201dNeTtalk: a parallel network that learns to read aloud\u201d, Johns Hopkins University Tech. Report EECS 86\/01."},{"key":"5_CR31","unstructured":"Shapiro, E. Y.[83], Algorithmic Program Debugging, M. I. T. Press."},{"key":"5_CR32","unstructured":"Shapiro, S. C. [87] (Editor), Encyclopedia of Artificial Intelligence, John Wiley and Sons, Inc."},{"key":"5_CR33","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1145\/321992.322002","volume":"24","author":"P. Summers","year":"1977","unstructured":"Summers, P. [1977], \u201dA methodology for LISP program construction from examples\u201d, Journal of the ACM, Vol. 24, pp. 161\u2013175.","journal-title":"Journal of the ACM"},{"key":"5_CR34","unstructured":"Waterman, D. A. [75], \u201dAdaptive production systems\u201d, Proc. of the Fourth International Joint Conference on Artificial Intelligence, pp. 296\u2013303."},{"key":"5_CR35","doi-asserted-by":"crossref","unstructured":"Wilkins, D., W. Clancy, and B. Buchanan [86], \u201dOverview of the Odysseus learning apprentice\u201d, in Machine Learning \u2014 A Guide to Current Research, Eds. T. Mitchell, J. Carbonell, R. Michalski, Kluwer Academic Publishers.","DOI":"10.1007\/978-1-4613-2279-5_74"},{"key":"5_CR36","unstructured":"Winston, P. [75], \u201dLearning structural descriptions from examples\u201d, in The Psychology of Computer Vision, Ed. P. Winston, McGraw-Hill."},{"issue":"11","key":"5_CR37","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.1145\/1968.1972","volume":"27","author":"L. G. Valiant","year":"1984","unstructured":"Valiant, L. G.[1984], \u201dA theory of the learnable\u201d, Communications of the ACM, Vol. 27, No. 11, pp 1134\u20131142.","journal-title":"Communications of the ACM"}],"container-title":["Lecture Notes in Computer Science","Advanced Topics in Artificial Intelligence"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/3-540-50676-4_12.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,17]],"date-time":"2020-11-17T21:18:37Z","timestamp":1605647917000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/3-540-50676-4_12"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1988]]},"ISBN":["9783540506768","9783540460688"],"references-count":37,"URL":"https:\/\/doi.org\/10.1007\/3-540-50676-4_12","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[1988]]}}}