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Abstract: Introduction Inductive learning addresses mainly classification tasks where a series of training examples (instances) are supplied to the learning system and the latter builds an intensional or extensional representation of the examples (hypothesis). The approaches to inductive learning are based mainly on generalization/specialization or similarity-based techniques. Two types of systems are considered here -- concept learning and conceptual clustering. They both generate inductive hypotheses... (Update)
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.... a, b and lgg (a; b) 5 Example To illustrate the semi distance between Horn clauses we use the inductive algorithm described in [3, 2]. The algorithm starts with a given set of examples (ground atoms) GA and builds a hierarchy of Horn clauses covering this examples (i.e. a...
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BibTeX entry: (Update)
Z. Markov. An algebraic approach to inductive learning. In Proceedings of 13th International FLAIRS Conference, pages 197--201, Orlando, Florida, May 22-25, 2000. AAAI Press. http://citeseer.ist.psu.edu/article/markov00algebraic.html More
@article{ markov01algebraic,
author = "Zdravko Markov",
title = "An Algebraic Approach to Inductive Learning",
journal = "International Journal on Artificial Intelligence Tools",
volume = "10",
number = "1-2",
pages = "257-272",
year = "2001",
url = "citeseer.ist.psu.edu/article/markov00algebraic.html" }
Citations (may not include all citations):696 UCI repository of machine learning databases (context) - Blake, Merz - 1998
388 Inductive Logic Programming - Muggleton, programming - 1992
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105 The MONK's problems - a performance comparison of different .. - Thrun - 1991
63 Transformational systems and the algebraic structure of atom.. (context) - Reynolds - 1970
29 Symbolic revision of theories with m-of-n rules - Baffes, Mooney
8 Least generalizations and greatest specializations of sets o.. - Nienhuys-Cheng, de Wolf - 1996
5 Metrics on partially ordered sets -- a survey (context) - Monjardet - 1981
5 Empirically conservative search space reduction (context) - Champesme, Br'ezellec et al. - 1995
5 An Analysis of Refinement Operators in Inductive Logic Progr.. (context) - van der Laag - 1995
2 Lecture Notes in Artificial Intelligence (context) - Hutchinson, terms et al. - 1997
2 Metric-based inductive learning using semantic height functi.. - Markov, Marinchev - 2000
1 A framework for inductive learning based on subsumption latt.. - Markov, Pelov - 1998
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