PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
April 23, 2024Deleted Journal5 citationsOpen Access

A model of the relationship between the variations of effectiveness and fairness in information retrieval

View Full Paper
MMMassimo Melucci

Key Points

Key points are not available for this paper at this time.

Abstract

Abstract The requirement that, for fair document retrieval, the documents should be ranked in the order to equally expose authors and organizations has been studied for some years. The fair exposure of a ranking, however, undermines the optimality of the Probability Ranking Principle and as a consequence retrieval effectiveness. It is shown how the variations of fairness and effectiveness can be related by a model. To this end, the paper introduces a fairness measure inspired in Gini’s index of mutability for non-ordinal variables and relates it to a general enough measure of effectiveness, thus modeling the connection between these two dimensions of Information Retrieval. The paper also introduces the measurement of the statistical significance of the fairness measure. An empirical study completes the paper.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Massimo Melucci (2024) studied this question.

synapsesocial.com/papers/68e6df83b6db64358765ae0ehttps://doi.org/10.1007/s10791-024-09434-9
Ask AI
Helpful
Bookmark
Share
View Full Paper