On learning repeated combinatorial auctions

In this work, we discuss how an intelligent agent learns in combinatorial auctions. It is well-known that finding the optimal allocation to maximize revenue is NP-complete, because this is a typical form of Set Package Problem (SPP). We introduce a framework of reinforcement learning to combinatoria...

Ausführliche Beschreibung

Bibliographische Detailangaben

Hauptverfasser:	Arai, S., Miura, T.
Format:	Tagungsbericht
Sprache:	eng
Schlagworte:	Arrays Auction Combinatorial Auction Convergence e-Commerce Hard disks Intelligent agents Learning Learning systems Q-Learning Receivers Reinforcement Learning
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