A common approach for consumer and provider fairness in recommendations

A common approach for consumer and provider fairness in recommendations

We present a common approach for handling consumer and provider fairness in recommendations. Our solution requires defining two key components, a classification of items and a target distribution, which together define the case of perfect fairness. This formulation allows distinct fairness concepts...

Full description

Saved in:
Bibliographic Details
Main Authors: Sacharidis, Dimitris, MOURATIDIS, Kyriakos, Kleftogiannis, Dimitrios
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2019
Subjects:
Fairness
Recommender systems
E-Commerce
Theory and Algorithms
Online Access:https://ink.library.smu.edu.sg/sis_research/6943
https://ink.library.smu.edu.sg/context/sis_research/article/7946/viewcontent/CommonApproachConsumerFairness_2019.pdf
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English
Description
Summary:We present a common approach for handling consumer and provider fairness in recommendations. Our solution requires defining two key components, a classification of items and a target distribution, which together define the case of perfect fairness. This formulation allows distinct fairness concepts to be specified in a common framework. We further propose a novel reranking algorithm that optimizes for a desired trade-off between utility and fairness of a recommendation list.

Similar Items