SIAM Journal on Control and Optimization · 2005 · 299 citations · 27 references
EngineeringMathematicsDynamical SystemsGame TheoryStochastic ProcessesControl TheoryMarkov ProcessesStochastic ControlStochastic Differential EquationsStochastic GamesStochastic Systems ModelingApproachability PrinciplesInternal ApproachabilityStochastic ApproximationStochastic Differential SystemsTransitive Set
The dynamical systems approach to stochastic approximation is generalized to the case where the mean differential equation is replaced by a differential inclusion. The limit set theorem of Benaïm and Hirsch is extended to this situation. Internally chain transitive sets and attractors are studied in detail for set-valued dynamical systems. Applications to game theory are given, in particular to Blackwell's approachability theorem and the convergence of fictitious play.
27
The Nonstochastic Multiarmed Bandit Problem
Peter Auer, Nicolò Cesa‐Bianchi, Yoav Freund et al. · SIAM Journal on Computing · 2002 · 2.3K citations
Analysis of recursive stochastic algorithms
Lennart Ljung · IEEE Transactions on Automatic Control · 1977 · 1.5K citations
A Simple Adaptive Procedure Leading to Correlated Equilibrium
Sergiu Hart, Andreu Mas‐Colell · Econometrica · 2000 · 1.1K citations · Full text
An Iterative Method of Solving a Game
Julia Robinson · Annals of Mathematics · 1951 · 876 citations · Full text