A Topic Modeling Approach to Ranking

AISTATS, pp. 214-222, 2015.

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Abstract:

We propose a topic modeling approach to the prediction of preferences in pairwise comparisons. We develop a new generative model for pairwise comparisons that accounts for multiple shared latent rankings that are prevalent in a population of users. This new model also captures inconsistent user behavior in a natural way. We show how the e...More

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