In this paper, we extend such a work by applying a new reward function, based on the social welfare of the allocation, and by considering more clients in the ...

Market-based mechanisms offer a promising approach for distributed resource allocation. In this paper we consider the Iterative Price Adjustment, ...

Market-based mechanisms offer a promising approach for distributed allocation of resources without centralized control. One of those mechanisms is the ...

This paper extends the use of Reinforcement Learning to let the agents learn the demand functions given the utility functions by applying a new reward ...

This investigation shows that both reward functions deliver similar results when the market consists of only learning agents. We further investigate this ...

and the social-based reward functions deliver similar results when only learning agents are used in the market is maintained over the learning episodes and, ...

Machine Learning has been proposed to influence and optimize market-based resource allocation. In particular, Reinforcement Learning (RL) has been used to ...

Learning the IPA Market with Individual and Social Rewards. Rodrigues Gomes, E., Kowalczyk, R. Details · Contributors · Bibliography · Quotations · Similar ...

Gomes, E.R., Kowalczyk, R.: Learning the IPA market with individual and social rewards. In: Proceedings of the International Conference on Intelligent Agent ...

Nov 8, 2023 · Joe Wood, Strategy Lead at Wavemaker, won an IPA Effectiveness Award on his first try. These are his tips for first-time entrants.