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Trudy SPIIRAN, 2012, Issue 22, Pages 189–204 (Mi trspy526)  
Bayesian rating systems with additional information on tournament results

S. I. Nikolenkoab, D. V. Serdyukb, A. V. Sirotkinbc

a St. Petersburg Department of V. A. Steklov Institute of Mathematics, Russian Academy of Sciences
b St. Petersburg Academic University — Nanotechnology Research and Education Centre of the Russian Academy of Sciences (the Academic University)
c St. Petersburg Institute for Informatics and Automation of RAS
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Abstract: We consider the problem of constructing a Bayesian rating system that learns a general ranking function from the results of individual matches and/or tournaments (rankings on small subsets) Extending the results of [9], we construct a rating system that can take into account additional numerical information on tournament results. The paper contains detailed descriptions of Bayesian rating models, inference algorithms, and experimental results.
Keywords: Bayesian rating systems, probabilistic graphical models, factor graph, Bayesian inference.
Received: 18.06.2012
Document Type: Article
UDC: 004.8
Language: Russian
Citation: S. I. Nikolenko, D. V. Serdyuk, A. V. Sirotkin, “Bayesian rating systems with additional information on tournament results”, Tr. SPIIRAN, 22 (2012), 189–204
Citation in format AMSBIB
\Bibitem{NikSerSir12}
\by S.~I.~Nikolenko, D.~V.~Serdyuk, A.~V.~Sirotkin
\paper Bayesian rating systems with additional information on tournament results
\jour Tr. SPIIRAN
\yr 2012
\vol 22
\pages 189--204
\mathnet{http://mi.mathnet.ru/trspy526}
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