Search Results for author: Sumit Sidana

Found 2 papers, 1 papers with code

Inverse Propensity Score based offline estimator for deterministic ranking lists using position bias

no code implementations31 Aug 2022 Nick Wood, Sumit Sidana

In this work, we present a novel way of computing IPS using a position-bias model for deterministic logging policies.

Position

Representation Learning and Pairwise Ranking for Implicit Feedback in Recommendation Systems

1 code implementation29 Apr 2017 Sumit Sidana, Mikhail Trofimov, Oleg Horodnitskii, Charlotte Laclau, Yury Maximov, Massih-Reza Amini

The learning objective is based on three scenarios of ranking losses that control the ability of the model to maintain the ordering over the items induced from the users' preferences, as well as, the capacity of the dot-product defined in the learned embedded space to produce the ordering.

Collaborative Filtering Recommendation Systems +1

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