Concentration bounds for two time scale stochastic approximation

Borkar, Vivek S. ; Pattathil, Sarath (2018) Concentration bounds for two time scale stochastic approximation In: 2018 56th Annual Allerton Conference on Communication, Control, and Computing (Allerton), 02-05 October 2018, Monticello, IL, USA.

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Official URL: http://doi.org/10.1109/ALLERTON.2018.8636078

Related URL: http://dx.doi.org/10.1109/ALLERTON.2018.8636078

Abstract

Viewing a two time scale stochastic approximation scheme as a noisy discretization of a singularly perturbed differential equation, we obtain a concentration bound for its iterates that captures its behavior with quantifiable high probability.

Item Type:Conference or Workshop Item (Other)
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ID Code:135146
Deposited On:19 Jan 2023 09:28
Last Modified:19 Jan 2023 09:28

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