Search Results for author: Fatemeh Sarvi

Found 5 papers, 5 papers with code

On the Impact of Outlier Bias on User Clicks

1 code implementation1 May 2023 Fatemeh Sarvi, Ali Vardasbi, Mohammad Aliannejadi, Sebastian Schelter, Maarten de Rijke

We therefore propose an outlier-aware click model that accounts for both outlier and position bias, called outlier-aware position-based model ( OPBM).

counterfactual Learning-To-Rank +1

Fairness of Exposure in Light of Incomplete Exposure Estimation

1 code implementation25 May 2022 Maria Heuss, Fatemeh Sarvi, Maarten de Rijke

In this work, we discuss how to approach fairness of exposure in cases where the policy contains rankings of which, due to inter-item dependencies, we cannot reliably estimate the exposure distribution.

Fairness

Probabilistic Permutation Graph Search: Black-Box Optimization for Fairness in Ranking

1 code implementation28 Apr 2022 Ali Vardasbi, Fatemeh Sarvi, Maarten de Rijke

Different from PL, where pointwise logits are used as the distribution parameters, in PPG pairwise inversion probabilities together with a reference permutation construct the distribution.

Fairness Learning-To-Rank

Understanding and Mitigating the Effect of Outliers in Fair Ranking

1 code implementation21 Dec 2021 Fatemeh Sarvi, Maria Heuss, Mohammad Aliannejadi, Sebastian Schelter, Maarten de Rijke

We formalize outlierness in a ranking, show that outliers are present in realistic datasets, and present the results of an eye-tracking study, showing that users scanning order and the exposure of items are influenced by the presence of outliers.

Fairness Outlier Detection +1

A Comparison of Supervised Learning to Match Methods for Product Search

1 code implementation20 Jul 2020 Fatemeh Sarvi, Nikos Voskarides, Lois Mooiman, Sebastian Schelter, Maarten de Rijke

As recent learning to match methods have made important advances in bridging the vocabulary gap for these traditional IR areas, we investigate their potential in the context of product search.

Attribute Information Retrieval +2

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