Results 31 to 40 of about 11,307,335 (373)
The Shapley Value of Inconsistency Measures for Functional Dependencies [PDF]
Logical Methods in Computer Science, 2022 Quantifying the inconsistency of a database is motivated by various goals including reliability estimation for new datasets and progress indication in data cleaning.
Ester Livshits, Benny Kimelfeld
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Efficient methods for approximating the shapley value for asset sharing in energy communities [PDF]
Energy-Efficient Computing and Networking, 2022 With the emergence of energy communities, where a number of prosumers invest in shared renewable generation capacity and battery storage, the issue of fair allocation of benefits and costs has become increasingly important.
Sho Cremers +5 more
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2022 ACM Conference on Fairness Accountability and Transparency, 2022 Explaining the predictions of opaque machine learning algorithms is an important and challenging task, especially as complex models are increasingly used to assist in high-stakes decisions such as those arising in healthcare and finance. Most popular tools for post-hoc explainable artificial intelligence (XAI) are either insensitive to context (e.g ...
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On weighted Shapley values [PDF]
International Journal of Game Theory, 1987 Nonsymmetric Shapley values for coalitional form games with transferable utility are studied. The nonsymmetries are modeled through nonsymmetric weight systems defined on the players of the games. It is shown axiomatically that two families of solutions of this type are possible.
Ehud Kalai, Dov Samet
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Secure Shapley Value for Cross-Silo Federated Learning [PDF]
Proceedings of the VLDB Endowment, 2022 The Shapley value (SV) is a fair and principled metric for contribution evaluation in cross-silo federated learning (cross-silo FL), wherein organizations, i.e., clients, collaboratively train prediction models with the coordination of a parameter ...
Shuyuan Zheng +2 more
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Model independent feature attributions: Shapley values that uncover non-linear dependencies [PDF]
PeerJ Computer Science, 2021 Shapley values have become increasingly popular in the machine learning literature, thanks to their attractive axiomatisation, flexibility, and uniqueness in satisfying certain notions of ‘fairness’. The flexibility arises from the myriad potential forms
Daniel Vidali Fryer +2 more
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Revisiting Zakat with a distribution of weighted Shapley value
International Journal of Islamic and Middle Eastern Finance and Management, 2023 Purpose This paper aims to extend the Shapley value (SV) into a discussion of Zakat, a Pillar of Islam. Lloyd Shapley was awarded the Nobel Prize in Economics in 2012.
Issam Tlemsani +2 more
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Computing the Shapley Value of Facts in Query Answering [PDF]
SIGMOD Conference, 2021 The Shapley value is a game-theoretic notion for wealth distribution that is nowadays extensively used to explain complex data-intensive computation, for instance, in network analysis or machine learning.
Daniel Deutch +3 more
semanticscholar +1 more source
Zhongguo dianli, 2022 In the context of achieving carbon peak and carbon neutrality, it is urgent to fully dispatch flexible resources in new power systems. At the same time, the concept of shared energy storage replaces traditional economic operation modes of energy storage ...
Congwei JIANG +6 more
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Fair division in Shaplay sense - case studies
Journal of Modern Science, 2023 Objectives The aim of the work is to determine the Shapley value for the considered cases, important from the point of view of financial management. Material and methods Case descriptions, game theory, Shapley value Results In the examples considered ...
Agnieszka Surowiec, Tomasz Warowny
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