Analytic functions, Kozubnik 1979. Proceedings conference by J. Lawrynowicz PDF

By J. Lawrynowicz

ISBN-10: 3540099859

ISBN-13: 9783540099857

With contributions by means of various specialists

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54. R. 5 . In Proc. Thirteenth National Conference on Artificial Intelligence, 725–730, AAAI Press. 55. M. Sebag, C. Rouveirol. Constraint Inductive Logic Programming. In L. , Advances in Inductive Logic Programming, pp. 277–294, IOS Press, 1996. 56. E. Sommer. Rulebase stratifications: An approach to theory restructuring. Proc. Fourth Int. Workshop on Inductive Logic Programming, GMD-Studien 237, pp. 377-390, 1994. 57. A. Srinivasan, S. D. E. Sternberg. Mutagenesis: ILP experiments in a non-determinate biological domain.

2 Challenges in ILP Research Short-Term Research Issues The following advancements of ILP will be needed to successfully deal with the above application challenges. 28 N. Lavraˇc ILP as a methodology for first-order learning. 4, ILP has already developed numerous useful techniques for relational knowledge discovery. A recent research trend in ILP is to develop algorithms implementing all the most popular machine learning techniques in the first-order framework. Already developed techniques upgrading propositional learning algorithms include first-order decision tree learning [2], first-order clustering [12,36], relational genetic algorithms [30], first-order instance-based learning [22], first-order reinforcement learning [20] and first-order Bayesian classifier [27].

Induction of first-order decision lists: Results on learning the past tense of English verbs. Journal of Artificial Intelligence Research 3: 1–24, 1995. 46. I. Mozetiˇc. Learning of qualitative models. In I. Bratko and N. ) Progress in Machine Learning, pp. 201–217. Sigma Press, 1987. 47. S. Muggleton, ed. Inductive Logic Programming. Academic Press, 1992. 48. S. Muggleton. Inverse Entailment and Progol. New Generation Computing, Special issue on Inductive Logic Programming, 13(3-4), 1995. 49. S.

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Analytic functions, Kozubnik 1979. Proceedings conference Kozubnik, Poland, 1979 by J. Lawrynowicz


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