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Trudy SPIIRAN, 2012, Issue 20, Pages 72–100
(Mi trspy512)
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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
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
Citation:
S. I. Nikolenko, A. A. Fishkov, “SCM: a new user behaviour model for web search”, Tr. SPIIRAN, 20 (2012), 72–100
Linking options:
https://www.mathnet.ru/eng/trspy512 https://www.mathnet.ru/eng/trspy/v20/p72
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