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Empirical evaluation of ranking trees on some metalearning problems

Title
Empirical evaluation of ranking trees on some metalearning problems
Type
Article in International Conference Proceedings Book
Year
2008
Authors
Rebelo, C
(Author)
Other
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Soares, C
(Author)
FEP
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Da Costa, JP
(Author)
FCUP
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Conference proceedings International
Pages: 85-90
2008 AAAI Workshop
Chicago, IL, 13 July 2008 through 14 July 2008
Indexing
Publicação em ISI Web of Knowledge ISI Web of Knowledge
Other information
Authenticus ID: P-007-Q7A
Abstract (EN): The problem of learning rankings is receiving increased attention from several research communities. In this paper we empirically evaluate an adaptation of the algorithm of learning decision trees for rankings. Our experiments are carried out on some metalearning problems, which consist of relating characteristics of learning problems to the relative performance of learning algorithms. We obtain positive results which, somewhat surprisingly, indicate that the method predicts more accurately the top ranks. Copyright © 2008, Association for the Advancement of Artificial Intelligence.
Language: English
Type (Professor's evaluation): Scientific
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