2020
DOI: 10.1016/j.ipm.2019.102138
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Toward creating a fairer ranking in search engine results

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Cited by 86 publications
(72 citation statements)
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References 22 publications
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“…Gao and Shah [15] recently proposed a randomized policy for diversifying search results very similar to our work, albeit in the context of group fairness. While studying connection between fairness and diversity empirically, we attempt to more formally elucidate the relationship and study broader connections beyond group fairness.…”
Section: Fairnessmentioning
confidence: 83%
“…Gao and Shah [15] recently proposed a randomized policy for diversifying search results very similar to our work, albeit in the context of group fairness. While studying connection between fairness and diversity empirically, we attempt to more formally elucidate the relationship and study broader connections beyond group fairness.…”
Section: Fairnessmentioning
confidence: 83%
“…The presentation of web search results should help the users to obtain the desired information as efficiently as possible [8][9][10]. Therefore, the search interface should have a minimalist design and avoid unnecessary elements that can distract users [11].…”
Section: Introductionmentioning
confidence: 99%
“…The success of the proposed frameworks in this paper revealed that explicit diversification performance can be considerably further improved using supervised learning approaches that do not require very large training sets and/or excessive computing resources (contrary to the popular deep learning paradigm of our day), and hence, they are applicable in real life scenarios that require diversity (and even fairness, as in (Gao & Shah, 2020;McDonald et al, 2019)) among the results of a search system. In our future work, we plan to investigate ways of employing alternative diversification metrics as the objective function in the LmDiv framework.…”
Section: Discussionmentioning
confidence: 91%