Stochastic approximation with discontinuous dynamics and state dependent noise: w.p. 1 and weak convergence

Analysis of recursive stochastic algorithms

Lennart Ljung · IEEE Transactions on Automatic Control · 1977 · 1.5K citations

Engineering, Computer Science, Mathematics +17

Application of Learning Automata to Telephone Traffic Routing and Control

Kumpati S. Narendra, Edmund A. Wright, L.G. Mason · IEEE Transactions on Systems Man and Cybernetics · 1977 · 115 citations

Computing, Computer Engineering, Computer Science +15

Analysis of stochastic approximation schemes with discontinuous and dependent forcing terms with applications to data communication algorithms

Albert Benveniste, Maurice Goursat, Gabriel Ruget · IEEE Transactions on Automatic Control · 1980 · 80 citations

Computing, Computer Science, Mathematics +13

Averaging Methods for the Asymptotic Analysis of Learning and Adaptive Systems, with Small Adjustment Rate

Harold J. Kushner, Hai Huang · SIAM Journal on Control and Optimization · 1981 · 36 citations

Engineering, Computer Science, Mathematics +17

On the Weak Convergence of a Sequence of General Stochastic Difference Equations to a Diffusion

Harold J. Kushner, Hai Huang · SIAM Journal on Applied Mathematics · 1981 · 29 citations

Engineering, Mathematics, Probability Theory +16