Performance Evaluation - Performance modelling and evaluation of high-performance parallel and distributed systems
An Evolutionary Dynamical Analysis of Multi-Agent Learning in Iterated Games
Autonomous Agents and Multi-Agent Systems
Sequence-Learning Algorithm Based on Backward Chaining
Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems
A new fine-grained evolutionary algorithm based on cellular learning automata
International Journal of Hybrid Intelligent Systems
Benefits of wavelength conversion in optical WDM mesh networks with dynamic routing
PDCN'06 Proceedings of the 24th IASTED international conference on Parallel and distributed computing and networks
Exploring selfish reinforcement learning in repeated games with stochastic rewards
Autonomous Agents and Multi-Agent Systems
Learning automata based classifier
Pattern Recognition Letters
Multi-agent Learning Dynamics: A Survey
CIA '07 Proceedings of the 11th international workshop on Cooperative Information Agents XI
Online optimization of replacement policies using learning automata
International Journal of Systems Science
Routing optimization in wireless mesh networks under uncertain traffic demands
Proceedings of the 5th International ICST Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part I: Methods and Models in Artificial and Natural Computation. A Homage to Professor Mira's Scientific Legacy
An adaptive call admission algorithm for cellular networks
Computers and Electrical Engineering
Learning Automata Based Intelligent Tutorial-like System
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
A team of continuous-action learning automata for noise-tolerant learning of half-spaces
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Modeling a student-classroom interaction in a tutorial-like system using learning automata
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Harnessing Traffic Uncertainties in Wireless Mesh Networks--A Stochastic Optimization Approach
Mobile Networks and Applications
Data aggregation in sensor networks using learning automata
Wireless Networks
On using learning automata to model a student's behavior in a tutorial-like system
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
An energy aware cellular learning automata based routing algorithm for sensor networks
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Modeling a student's behavior in a tutorial-like system using learning automata
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Threshold optimization for rate adaptation algorithms in IEEE 802.11 WLANs
IEEE Transactions on Wireless Communications
A note on the learning automata based algorithms for adaptive parameter selection in PSO
Applied Soft Computing
Modeling a domain in a tutorial-like system using learning automata
Acta Cybernetica
Speeding up learning automata based multi agent systems using the concepts of stigmergy and entropy
Expert Systems with Applications: An International Journal
A cellular learning automata-based deployment strategy for mobile wireless sensor networks
Journal of Parallel and Distributed Computing
Service selection in stochastic environments: a learning-automaton based solution
Applied Intelligence
Similarity measure for anomaly detection and comparing human behaviors
International Journal of Intelligent Systems
Mobility prediction in mobile wireless networks
Journal of Network and Computer Applications
Information Sciences: an International Journal
Modeling a teacher in a tutorial-like system using learning automata
Transactions on Computational Collective Intelligence VIII
Multi-agent learning and the reinforcement gradient
EUMAS'11 Proceedings of the 9th European conference on Multi-Agent Systems
Maximizing Lifetime of Target Coverage in Wireless Sensor Networks Using Learning Automata
Wireless Personal Communications: An International Journal
Adaptive cooperative particle swarm optimizer
Applied Intelligence
CloRExPa: Cloud resilience via execution path analysis
Future Generation Computer Systems
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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Automata models of learning systems introduced in the 1960s were popularized as learning automata (LA) in a survey paper by Narendra and Thathachar (1974). Since then, there have been many fundamental advances in the theory as well as applications of these learning models. In the past few years, the structure of LA, has been modified in several directions to suit different applications. Concepts such as parameterized learning automata (PLA), generalized learning,automata (GLA), and continuous action-set learning automata (CALA) have been proposed, analyzed, and applied to solve many significant learning problems. Furthermore, groups of LA forming teams and feedforward networks have been shown to converge to desired solutions under appropriate learning algorithms. Modules of LA have been used for parallel operation with consequent increase in speed of convergence. All of these concepts and results are relatively new and are scattered in technical literature. An attempt has been made in this paper to bring together the main ideas involved in a unified framework and provide pointers to relevant references.