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Trudy SPIIRAN, 2012, Issue 20, Pages 72–100 (Mi trspy512)  

SCM: a new user behaviour model for web search

S. I. Nikolenkoab, A. A. Fishkovc

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 Saint-Petersburg State Technical University
References:
Abstract: User behaviour models represent one of the most important directions of studies aimed at enhancing web search; such models are usually based on probabilistic graphical models and are learned from logs of user actions (click logs). In this work, we introduce a new user behaviour model called SCM (session click model). We show that the new model has simpler inference algorithms but in practice gives better results than existing models.
Keywords: user behaviour models, probabilistic graphical models, expectation propagation.
Received: 06.06.2012
Document Type: Article
UDC: 004.8
Language: Russian
Citation: S. I. Nikolenko, A. A. Fishkov, “SCM: a new user behaviour model for web search”, Tr. SPIIRAN, 20 (2012), 72–100
Citation in format AMSBIB
\Bibitem{NikFis12}
\by S.~I.~Nikolenko, A.~A.~Fishkov
\paper SCM: a new user behaviour model for web search
\jour Tr. SPIIRAN
\yr 2012
\vol 20
\pages 72--100
\mathnet{http://mi.mathnet.ru/trspy512}
Linking options:
  • https://www.mathnet.ru/eng/trspy512
  • https://www.mathnet.ru/eng/trspy/v20/p72
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