Ester Livshits ; Leopoldo Bertossi ; Benny Kimelfeld ; Moshe Sebag - The Shapley Value of Tuples in Query Answering

lmcs:6942 - Logical Methods in Computer Science, September 2, 2021, Volume 17, Issue 3 -
The Shapley Value of Tuples in Query AnsweringArticle

Authors: Ester Livshits ; Leopoldo Bertossi ; Benny Kimelfeld ; Moshe Sebag

    We investigate the application of the Shapley value to quantifying the contribution of a tuple to a query answer. The Shapley value is a widely known numerical measure in cooperative game theory and in many applications of game theory for assessing the contribution of a player to a coalition game. It has been established already in the 1950s, and is theoretically justified by being the very single wealth-distribution measure that satisfies some natural axioms. While this value has been investigated in several areas, it received little attention in data management. We study this measure in the context of conjunctive and aggregate queries by defining corresponding coalition games. We provide algorithmic and complexity-theoretic results on the computation of Shapley-based contributions to query answers; and for the hard cases we present approximation algorithms.

    Volume: Volume 17, Issue 3
    Published on: September 2, 2021
    Accepted on: June 1, 2021
    Submitted on: December 1, 2020
    Keywords: Computer Science - Databases
      Source : OpenAIRE Graph
    • Funder: Natural Sciences and Engineering Research Council of Canada

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