Affiliation:
1. Computer Science, New York University, Abu Dhabi, United Arab Emirates
2. Institute of Informatics, University of Warsaw, Warsaw, Poland
3. Department of Computer Science, University of Oxford, UK
Abstract
The intuitive notion of
added value
in groups represents a fundamental property of biological, physical, and economic systems: how the interaction or cooperation of multiple entities, substances, or other agents can produce synergistic effects. However, despite the ubiquity of group formation, a well-founded measure of added value has remained elusive. Here, we propose such a measure inspired by the
Shapley value
—a fundamental solution concept from Cooperative Game Theory. To this end, we start by developing a solution concept that measures the
average impact
of each player in a coalitional game and show how this measure uniquely satisfies a set of intuitive properties. Then, building upon our solution concept, we propose a measure of added value that not only analyzes the interactions of players
inside
their group, but also
outside
it, thereby reflecting otherwise-hidden information about how these individuals typically perform in various groups of the population.
Funder
Narodowe Centrum Nauki
European Research Council
Publisher
Association for Computing Machinery (ACM)
Subject
Software,Computer Science (miscellaneous),Control and Systems Engineering
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