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Concept Learning: Theory, Applications and Related Problems (1998)  (Make Corrections)  
Carlos Domingo



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Abstract: Machine learning is concerned with the study of computer systems that can automatically learn from experience in contrast with current systems that work by explicit programming. Machine learning dates back to the beginning of the artificial intelligence in the 50s. However, it has not been until much more recently that a theoretical framework for the mathematical study of learning systems was proposed by Valiant [124]. His paper lead to what is currently known as computational learning theory. ... (Update)

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BibTeX entry:   (Update)

@misc{ domingo-concept,
  author = "Carlos Domingo",
  title = "Concept Learning: Theory, Applications and Related Problems",
  url = "citeseer.ist.psu.edu/domingo98concept.html" }
Citations (may not include all citations):
493   Communications of the ACM (context) - Valiant, of et al. - 1984
84   Learning disjunctions of conjunctions (context) - Valiant - 1985
25   A new algorithm for generating all the maximal independent s.. (context) - Tsukiyama, Ide et al. - 1977
21   Maximizing the predictive value of production rules (context) - Weiss, Galen et al. - 1990
14   A framework for polynomial-time query learnability (context) - Watanabe - 1994
8   Evaluation of sampling for data mining of association rules - Zaki, Parthasarathy et al. - 1997
3   Posted in the COLT list (context) - Warmuth - 1995

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