THE SHAPLEY VALUE OF TUPLES IN QUERY ANSWERING

Ester Livshits, Leopoldo Bertossi, Benny Kimelfeld, Moshe Sebag

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Original languageEnglish
JournalLogical Methods in Computer Science
Volume17
Issue number3
DOIs
StatePublished - 2021

Keywords

  • Shapley value
  • aggregate queries
  • conjunctive queries
  • query answering

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • General Computer Science

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