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Control Systems and Reinforcement Learning

Meyn, Sean

1, 2022

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Geometric ergodicity and the spectral gap of non-reversible Markov chains

Probability theory and related fields, 2012-10, Vol.154 (1-2), p.327-339

2012

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The O.D.E. Method for Convergence of Stochastic Approximation and Reinforcement Learning

SIAM journal on control and optimization, 2000, Vol.38 (2), p.447-469

2000

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Spectral Theory and Limit Theorems for Geometrically Ergodic Markov Processes

The Annals of applied probability, 2003, Vol.13 (1), p.304-362

2003

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Risk-Sensitive Optimal Control for Markov Decision Processes with Monotone Cost

Mathematics of operations research, 2002-02, Vol.27 (1), p.192-209

2002

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Energy Markets and Responsive Grids: Modeling, Control, and Optimization

1st ed. 2018., 2018

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Markov Chains and Stochastic Stability

2nd Edition, 2009

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The policy iteration algorithm for average reward Markov decision processes with general state space

IEEE transactions on automatic control, 1997-12, Vol.42 (12), p.1663-1680

Meyn, S.P.

1997

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Exponential and Uniform Ergodicity of Markov Processes

The Annals of probability, 1995-10, Vol.23 (4), p.1671-1691

1995

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Oja’s algorithm for graph clustering, Markov spectral decomposition, and risk sensitive control

Automatica (Oxford), 2012-10, Vol.48 (10), p.2512-2519

2012

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Multiplicative ergodicity and large deviations for an irreducible Markov chain

Stochastic processes and their applications, 2000-11, Vol.90 (1), p.123-144

2000

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Characterization and computation of optimal distributions for channel coding

IEEE transactions on information theory, 2005-07, Vol.51 (7), p.2336-2351

2005

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Large Deviations Asymptotics and the Spectral Theory of Multiplicatively Regular Markov Processes

Electronic journal of probability, 2005-01, Vol.10 (none)

2005

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Duality and linear programs for stability and performance analysis of queuing networks and scheduling policies

IEEE transactions on automatic control, 1996-01, Vol.41 (1), p.4-17

1996

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Stability and convergence of moments for multiclass queueing networks via fluid limit models

IEEE transactions on automatic control, 1995-11, Vol.40 (11), p.1889-1904

1995

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Stability of queueing networks and scheduling policies

IEEE transactions on automatic control, 1995-02, Vol.40 (2), p.251-260

1995

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Bounds on achievable performance in the identification and adaptive control of time-varying systems

IEEE transactions on automatic control, 1999-04, Vol.44 (4), p.670-682

1999

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Random-Time, State-Dependent Stochastic Drift for Markov Chains and Application to Stochastic Stabilization Over Erasure Channels

IEEE transactions on automatic control, 2013-01, Vol.58 (1), p.47-59

2013

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Capacity of time-slotted ALOHA packetized multiple-access systems over the AWGN channel

IEEE transactions on wireless communications, 2004-03, Vol.3 (2), p.486-499

2004

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Synchronization of Coupled Oscillators is a Game

IEEE transactions on automatic control, 2012-04, Vol.57 (4), p.920-935

2012

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Stability of acyclic multiclass queueing networks

IEEE transactions on automatic control, 1995-05, Vol.40 (5), p.916-919

1995

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Approximating a diffusion by a finite-state hidden Markov model

Stochastic processes and their applications, 2017-08, Vol.127 (8), p.2482-2507

2017

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Optimal Kullback-Leibler Aggregation via Spectral Theory of Markov Chains

IEEE transactions on automatic control, 2011-12, Vol.56 (12), p.2793-2808

2011

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Piecewise linear test functions for stability and instability of queueing networks

Queueing systems, 1997-04, Vol.27 (3-4), p.205-226

1997

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A Liapounov Bound for Solutions of the Poisson Equation

The Annals of probability, 1996-04, Vol.24 (2), p.916-931

1996

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Control Systems and Reinforcement Learning

Geometric ergodicity and the spectral gap of non-reversible Markov chains

The O.D.E. Method for Convergence of Stochastic Approximation and Reinforcement Learning

Spectral Theory and Limit Theorems for Geometrically Ergodic Markov Processes

Risk-Sensitive Optimal Control for Markov Decision Processes with Monotone Cost

Energy Markets and Responsive Grids: Modeling, Control, and Optimization

Markov Chains and Stochastic Stability

The policy iteration algorithm for average reward Markov decision processes with general state space

Exponential and Uniform Ergodicity of Markov Processes

Oja’s algorithm for graph clustering, Markov spectral decomposition, and risk sensitive control

Multiplicative ergodicity and large deviations for an irreducible Markov chain

Characterization and computation of optimal distributions for channel coding

Large Deviations Asymptotics and the Spectral Theory of Multiplicatively Regular Markov Processes

Duality and linear programs for stability and performance analysis of queuing networks and scheduling policies

Stability and convergence of moments for multiclass queueing networks via fluid limit models

Stability of queueing networks and scheduling policies

Bounds on achievable performance in the identification and adaptive control of time-varying systems

Random-Time, State-Dependent Stochastic Drift for Markov Chains and Application to Stochastic Stabilization Over Erasure Channels

Capacity of time-slotted ALOHA packetized multiple-access systems over the AWGN channel

Synchronization of Coupled Oscillators is a Game

Stability of acyclic multiclass queueing networks

Approximating a diffusion by a finite-state hidden Markov model

Optimal Kullback-Leibler Aggregation via Spectral Theory of Markov Chains

Piecewise linear test functions for stability and instability of queueing networks

A Liapounov Bound for Solutions of the Poisson Equation

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