[HTML][HTML] Energy management in residential microgrid using model predictive control-based reinforcement learning and Shapley value

W Cai, AB Kordabad, S Gros - Engineering Applications of Artificial …, 2023 - Elsevier
This paper presents an Energy Management (EM) strategy for residential microgrid systems
using Model Predictive Control (MPC)-based Reinforcement Learning (RL) and Shapley …

CS-Shapley: class-wise Shapley values for data valuation in classification

S Schoch, H Xu, Y Ji - Advances in Neural Information …, 2022 - proceedings.neurips.cc
Data valuation, or the valuation of individual datum contributions, has seen growing interest
in machine learning due to its demonstrable efficacy for tasks such as noisy label detection …

Efficient methods for approximating the Shapley value for asset sharing in energy communities

S Cremers, V Robu, D Hofman, T Naber… - Proceedings of the …, 2022 - dl.acm.org
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 …

Bounding the estimation error of sampling-based Shapley value approximation

S Maleki, L Tran-Thanh, G Hines, T Rahwan… - arXiv preprint arXiv …, 2013 - arxiv.org
The Shapley value is arguably the most central normative solution concept in cooperative
game theory. It specifies a unique way in which the reward from cooperation can be" fairly" …

A new approximation method for the Shapley value applied to the WTC 9/11 terrorist attack

T van Campen, H Hamers, B Husslage… - Social Network Analysis …, 2018 - Springer
Abstract The Shapley value (Shapley in Ann Math Stud 2: 28, 1953) is one of the most
prominent one-point solution concepts in cooperative game theory that divides revenues (or …

[HTML][HTML] A cooperative game-theoretic approach to the social ridesharing problem

F Bistaffa, A Farinelli, G Chalkiadakis, SD Ramchurn - Artificial Intelligence, 2017 - Elsevier
In this work, we adopt a cooperative game theoretic approach in order to tackle the social
ridesharing (SR) problem, where a set of commuters, connected through a social network …

Shapley meets uniform: An axiomatic framework for attribution in online advertising

R Singal, O Besbes, A Desir, V Goyal… - The world wide web …, 2019 - dl.acm.org
One of the central challenges in online advertising is attribution, namely, assessing the
contribution of individual advertiser actions including emails, display ads and search ads to …

Potential Games Are Necessary to Ensure Pure Nash Equilibria in Cost Sharing Games

R Gopalakrishnan, JR Marden… - Mathematics of …, 2014 - pubsonline.informs.org
We consider the problem of designing distribution rules to share “welfare”(cost or revenue)
among individually strategic agents. There are many known distribution rules that guarantee …

Portfolio performance attribution via shapley value

N Moehle, S Boyd, A Ang - arXiv preprint arXiv:2102.05799, 2021 - arxiv.org
We consider an investment process that includes a number of features, each of which can
be active or inactive. Our goal is to attribute or decompose an achieved performance to each …

Addressing the computational issues of the Shapley value with applications in the smart grid

S Maleki - 2015 - eprints.soton.ac.uk
We consider the computational issues that arise in using the Shapley value in practical
applications. Calculating the Shapley value involves computing the value of an exponential …