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» On No-Regret Learning, Fictitious Play, and Nash Equilibrium
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JAIR
2008
135views more  JAIR 2008»
13 years 4 months ago
On Similarities between Inference in Game Theory and Machine Learning
In this paper, we elucidate the equivalence between inference in game theory and machine learning. Our aim in so doing is to establish an equivalent vocabulary between the two dom...
Iead Rezek, David S. Leslie, Steven Reece, Stephen...
ATAL
2008
Springer
13 years 6 months ago
Approximating mixed Nash equilibria using smooth fictitious play in simultaneous auctions
We investigate equilibrium strategies for bidding agents that participate in multiple, simultaneous second-price auctions with perfect substitutes. For this setting, previous rese...
Enrico H. Gerding, Zinovi Rabinovich, Andrew Byde,...
ATAL
2010
Springer
13 years 5 months ago
Planning against fictitious players in repeated normal form games
Planning how to interact against bounded memory and unbounded memory learning opponents needs different treatment. Thus far, however, work in this area has shown how to design pla...
Enrique Munoz de Cote, Nicholas R. Jennings
CORR
2010
Springer
144views Education» more  CORR 2010»
13 years 3 months ago
On the Fictitious Play and Channel Selection Games
—Considering the interaction through mutual interference of the different radio devices, the channel selection (CS) problem in decentralized parallel multiple access channels can...
Samir Medina Perlaza, Hamidou Tembine, Samson Lasa...
COLT
2004
Springer
13 years 10 months ago
Deterministic Calibration and Nash Equilibrium
Abstract. We provide a natural learning process in which the joint frequency of empirical play converges into the set of convex combinations of Nash equilibria. In this process, al...
Sham Kakade, Dean P. Foster