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Abstract: In this paper we consider the problem of learning ranking functions in a supervised manner. A ranking function is a mapping from instances to rankings over a finite number of labels and can thus be seen as an extension of a classification function. Our learning method, referred to as ranking by pairwise comparison (RPC), is a two-step procedure. First, a valued preference structure is induced from given preference data, using a natural extension of so-called pairwise classification. A ranking... (Update)
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0.4: Comparison of Ranking Procedures in Pairwise Preference.. - Hüllermeier, Fürnkranz (2004) (Correct)
0.3: Active Learning of Label Ranking Functions - Klaus Brinker Kbrinker (Correct)
0.2: Preference Learning with Gaussian Processes - Chu, Ghahramani (2005) (Correct)
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0.6: Preference Learning: Models, Methods . . . - Hüllermeier, al. (2003) (Correct)
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BibTeX entry: (Update)
@misc{ llermeier-ranking,
author = "Eyke Hüllermeier and Johannes Fürnkranz",
title = "Ranking by Pairwise Comparison: A Note on Risk Minimization",
url = "citeseer.ist.psu.edu/683141.html" }
Citations (may not include all citations):64 Fuzzy Preference Modelling and Multicriteria Decision Suppor.. (context) - Fodor, Roubens - 1994
43 Classification by pairwise coupling - Hastie, Tibshirani - 1998
11 Voting schemes for which it can be difficult to tell who won.. (context) - Bartholdi, Tovey et al. - 1989
11 Decision-making with a fuzzy preference relation (context) - Orlovski - 1978
9 Constraint classification: a new approach to multiclass clas.. (context) - Har-Peled, Roth et al. - 2002
6 Round robin classification (context) - Furnkranz - 2002
6 Handling possibilistic labels in pattern classification usin.. - Denoeux, Zouhal - 2001
4 Pairwise preference learning and ranking (context) - Furnkranz, Hullermeier - 2003
1 A fuzzy relation for group decision theory (context) - Bezdek, Spillman et al. - 1978
1 Twenty years of fuzzy preference structures (context) - De Baets, Fodor - 1997
1 Using a notion of acceptable in uncertain ordinal decision m.. (context) - Yager - 2002
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