Learning automata

Average reward reinforcement learning: Foundations, algorithms, and empirical results

Sridhar Mahadevan

Citations: 401 • 1996

Dynamic role assignment for cooperative robots

Luiz Chaimowicz, Mário F. M. Campos, Vijay Kumar

Citations: 166 • 2003

LTL robot motion control based on automata learning of environmental dynamics

Yushan Chen, Jana Tůmová, Călin Belta

Citations: 54 • 2012

Automata learning and intelligent tertiary searching for stochastic point location

B. John Oommen, G. Raghunath

Citations: 43 • 1998

Autonomous Construction of Multiple Structures Using Learning Automata: Description and Experimental Validation

Sérgio R. Barros dos Santos, Sidney Givigi, Cairo Lúcio Nascimento

Citations: 41 • 2015

Parameter learning from stochastic teachers and stochastic compulsive liars

B. John Oommen, G. Raghunath, Benjamin Kuipers

Citations: 40 • 2006

Response threshold models and stochastic learning automata for self-coordination of heterogeneous multi-task distribution in multi-robot systems

Javier de Lope, Darío Maravall, Yadira Quiñonez

Citations: 35 • 2012

An Automaton Learning Approach to Solving Safety Games over Infinite Graphs

Daniel Neider, Ufuk Topcu

Citations: 32 • 2016

Inferring finite automata with stochastic output functions and an application to map learning

Thomas Dean, Dana Angluin, Kenneth Basye, Sean P. Engelson, Leslie Pack Kaelbling, Evangelos Kokkevis, Oded Maron

Citations: 26 • 1995

Temporal logic robot control based on automata learning of environmental dynamics

Yushan Chen, Jana Tůmová, Alphan Ulusoy, Călin Belta

Citations: 23 • 2013

Distributed control of flexible transfer system (FTS) using learning automata

Toshio Fukuda, Kosuke Sekiyama, Yoshiaki HASEBE, Yasuhisa Hasegawa, S. Shibata, H. Yamamoto, Yuta Inada

Citations: 23 • 2003

Average Reward Reinforcement Learning: Foundations, Algorithms, and Empirical Results

Sridhar Mahadevan

Citations: 23 • 2007

A Solution to the Stochastic Point Location Problem in Metalevel Nonstationary Environments

B. John Oommen, Sang‐Woon Kim, Mathew Samuel, Ole‐Christoffer Granmo

Citations: 22 • 2008

Average Reward Reinforcement Learning: Foundations, Algorithms, and Empirical Results

Sridhar Mahadevan

Citations: 20 • 1996

Mobile robots navigation in unknown environments by using fuzzy logic and learning automata

Akram Adib, Behrooz Masoumi

Citations: 18 • 2017

Faster learning of control parameters through sharing experiences of autonomous mobile robots

Ian Kelly, David Keating

Citations: 18 • 1998

Automatic Generation and Learning of Finite-State Controllers

Matteo Leonetti, Luca Iocchi, Fabio Patrizi

Citations: 17 • 2012

Permissive Supervisor Synthesis for Markov Decision Processes Through Learning

Bo Wu, Xiaobin Zhang, Hai Lin

Citations: 15 • 2018

A Game-based Learning System for Theory of Computation Using Lego NXT Robot

Mohamed Hamada, Sayota Sato

Citations: 14 • 2011

Stochastic Learning Automata for Self-coordination in Heterogeneous Multi-Tasks Selection in Multi-Robot Systems

Yadira Quiñonez, Darío Maravall, Javier de Lope

Citations: 12 • 2011