Learning disjunction of conjunctions

作者: L. G. Valiant

DOI:

关键词:

摘要: The question of whether concepts expressible as disjunctions conjunctions can be learned from examples in polynomial time is investigated. Positive results are shown for significant subclasses that allow not only propositional predicates but also some relations. algorithms extended so to provably tolerant a certain quantifiable error rate the data. It further under restrictions on these learning well suited implementation neural networks threshold elements. possible importance knowledge representation stems observations one hand humans appear like using it andon other, there circumstantial evidence significantly larger classes may learnable time. An NP-completeness result corroborating latter presented.

参考文章(10)
Herbert A. Simon, Why Should Machines Learn? Machine Learning. pp. 25- 37 ,(1983) , 10.1007/978-3-662-12405-5_2
L. G. Valiant, A theory of the learnable symposium on the theory of computing. ,vol. 27, pp. 1134- 1142 ,(1984) , 10.1145/800057.808710
David H. Ackley, Geoffrey E. Hinton, Terrence J. Sejnowski, A learning algorithm for boltzmann machines Cognitive Science. ,vol. 9, pp. 147- 169 ,(1985) , 10.1207/S15516709COG0901_7
J.A. Feldman, D.H. Ballard, Connectionist models and their properties Cognitive Science. ,vol. 6, pp. 205- 254 ,(1982) , 10.1207/S15516709COG0603_1
Dana Angluin, Carl H. Smith, Inductive Inference: Theory and Methods ACM Computing Surveys. ,vol. 15, pp. 237- 269 ,(1983) , 10.1145/356914.356918
D. Angluin, L.G. Valiant, Fast probabilistic algorithms for hamiltonian circuits and matchings Journal of Computer and System Sciences. ,vol. 18, pp. 155- 193 ,(1979) , 10.1016/0022-0000(79)90045-X
Thomas G. Dietterich, Ryszard S. Michalski, A Comparative Review of Selected Methods for Learning from Examples Machine Learning. pp. 41- 81 ,(1983) , 10.1007/978-3-662-12405-5_3
Ronald J. Brachman, Hector J. Levesque, The tractability of subsumption in frame-based description languages national conference on artificial intelligence. pp. 34- 37 ,(1984)
Robert Kowalski, Steve Smoliar, Logic for problem solving ,(1979)
Nick Axten, Allen Newell, Herbert A. Simon, Human Problem Solving. Contemporary Sociology. ,vol. 2, pp. 169- ,(1973) , 10.2307/2063712