Optimization of control parameters for genetic algorithms
IEEE Transactions on Systems, Man and Cybernetics
A connectionist machine for genetic hillclimbing
A connectionist machine for genetic hillclimbing
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
Proceedings of the third international conference on Genetic algorithms
Explanations of empirically derived reactive plans
Proceedings of the seventh international conference (1990) on Machine learning
Proceedings of the fourth international conference on Genetic algorithms
Proceedings of the fourth international conference on Genetic algorithms
Evolving artificial intelligence
Evolving artificial intelligence
Outline for a Logical Theory of Adaptive Systems
Journal of the ACM (JACM)
System Identification through Simulated Evolution: A Machine Learning Approach to Modeling
System Identification through Simulated Evolution: A Machine Learning Approach to Modeling
Genetic Algorithms and Robotics
Genetic Algorithms and Robotics
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms and Simulated Annealing
Genetic Algorithms and Simulated Annealing
Numerical Optimization of Computer Models
Numerical Optimization of Computer Models
Proceedings of the 1st International Conference on Genetic Algorithms
Proceedings of the 1st International Conference on Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
Biases in the Crossover Landscape
Proceedings of the 3rd International Conference on Genetic Algorithms
Uniform Crossover in Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
A Variant of Evolution Strategies for Vector Optimization
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
An analysis of the behavior of a class of genetic adaptive systems.
An analysis of the behavior of a class of genetic adaptive systems.
IJCAI'89 Proceedings of the 11th international joint conference on Artificial intelligence - Volume 1
Proceedings of the EvoWorkshops on Applications of Evolutionary Computing
On Performance Estimates for Two Evolutionary Algorithms
Proceedings of the EvoWorkshops on Applications of Evolutionary Computing
Modeling Adaptive Multi-Agent Systems Inspired by Developmental Biology
Proceedings of the 9th ECCAI-ACAI/EASSS 2001, AEMAS 2001, HoloMAS 2001 on Multi-Agent-Systems and Applications II-Selected Revised Papers
On the Desired Behaviors of Self-Adaptive Evolutionary Algorithms
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
An Empirical Study on GAs "Without Parameters"
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Synthesizing Graphical Models Employing Explaining Away
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Dynamic Control of Adaptive Parameters in Evolutionary Programming
SEAL'98 Selected papers from the Second Asia-Pacific Conference on Simulated Evolution and Learning on Simulated Evolution and Learning
SEAL'98 Selected papers from the Second Asia-Pacific Conference on Simulated Evolution and Learning on Simulated Evolution and Learning
APT Agents: Agents That Are Adaptive, Predictable, and Timely
FAABS '00 Proceedings of the First International Workshop on Formal Approaches to Agent-Based Systems-Revised Papers
Learning User Preferences in Case-Based Software Reuse
EWCBR '00 Proceedings of the 5th European Workshop on Advances in Case-Based Reasoning
Function Approximation Using Tensor Product Bernstein Polynomials-Neuro & Evolutionary Approaches
Proceedings of the 6th International Conference on Computational Intelligence, Theory and Applications: Fuzzy Days
Non-homogeneous Classifier Systems in a Macro-evolution Process
Learning Classifier Systems, From Foundations to Applications
Evolving Objects: A General Purpose Evolutionary Computation Library
Selected Papers from the 5th European Conference on Artificial Evolution
Invariance, Self-Adaptation and Correlated Mutations and Evolution Strategies
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Global Optimisation by Evolutionary Algorithms
PAS '97 Proceedings of the 2nd AIZU International Symposium on Parallel Algorithms / Architecture Synthesis
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 6 - Volume 07
Computational Intelligence: Concepts to Implementations
Computational Intelligence: Concepts to Implementations
Development of scheduling strategies with Genetic Fuzzy systems
Applied Soft Computing
Adaptive evolutionary programming based on reinforcement learning
Information Sciences: an International Journal
A genetic algorithm for channel routing in vlsi circuits
Evolutionary Computation
The science of breeding and its application to the breeder genetic algorithm (bga)
Evolutionary Computation
Massively parallel simulated annealing and its relation to evolutionary algorithms
Evolutionary Computation
Balancing accuracy and parsimony in genetic programming
Evolutionary Computation
Genetic algorithms as global random search methods: An alternative perspective
Evolutionary Computation
Analyzing the (1, λ) evolution strategy via stochastic approximation methods
Evolutionary Computation
A note on the empirical evaluation of intermediate recombination
Evolutionary Computation
Analysis of selection algorithms: A markov chain approach
Evolutionary Computation
Modeling the evolution of motivation
Evolutionary Computation
The equation for response to selection and its use for prediction
Evolutionary Computation
Empirical investigation of multiparent recombination operators in evolution strategies
Evolutionary Computation
Cell size determination in WCDMA systems using an evolutionary programming approach
Computers and Operations Research
A genetic algorithm calibration method based on convergence due to genetic drift
Information Sciences: an International Journal
Maintaining Population Diversity in Evolution Strategy for Engineering Problems
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Pattern recognition using neural-fuzzy networks based on improved particle swam optimization
Expert Systems with Applications: An International Journal
An Island Based Hybrid Evolutionary Algorithm for Optimization
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
A Self-adaptive Evolutionary Programming Based on Optimum Search Direction
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Correlation between Mutations and Self-adaptation in Evolutionary Programming
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
Computers and Industrial Engineering
A mixed strategy of combining evolutionary algorithms with multigrid methods
International Journal of Computer Mathematics
Hybrid meta-EP-ANN technique for lightning prediction under Malaysia environment
AIKED'09 Proceedings of the 8th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
AIKED'09 Proceedings of the 8th WSEAS international conference on Artificial intelligence, knowledge engineering and data bases
A Novel Hybrid Evolution Algorithm Based on Agent Behavior and Paradigm Learning
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Foundations of Directed Mutation
Proceedings of the 2006 conference on Integrated Intelligent Systems for Engineering Design
Hybrid Evolutionary Algorithm for Solving Global Optimization Problems
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation
CIXL2: a crossover operator for evolutionary algorithms based on population features
Journal of Artificial Intelligence Research
Heterogeneity in the coevolved behaviors of mobile robots: the emergence of specialists
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
A new hybrid method using evolutionary algorithms to train Fuzzy Cognitive Maps
Applied Soft Computing
Preserving and exploiting genetic diversity in evolutionary programming algorithms
IEEE Transactions on Evolutionary Computation
The artificial life roots of artificial intelligence
Artificial Life
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multi-start JADE with knowledge transfer for numerical optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Particle swarm optimization driven by evolving elite group
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
An Evolutionary Algorithm and Kalman Filter Hybrid Approach for Integrated Navigation
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Immune clone selection algorithm for fuzzy logic controller design
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Engineering Applications of Artificial Intelligence
Ensemble strategies with adaptive evolutionary programming
Information Sciences: an International Journal
Linear dimensionality reduction using relevance weighted LDA
Pattern Recognition
Expert Systems with Applications: An International Journal
Evolutionary hidden information detection by granulation-based fitness approximation
Applied Soft Computing
Spatial operators for evolving dynamic Bayesian networks from spatio-temporal data
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
On advantages of scheduling using genetic fuzzy systems
JSSPP'06 Proceedings of the 12th international conference on Job scheduling strategies for parallel processing
A selection scheme for excluding defective rules of evolutionary fuzzy path planning
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Designing multi-objective variation operators using a predator-prey approach
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Experimental comparison of two evolutionary algorithms for the independent set problem
EvoWorkshops'03 Proceedings of the 2003 international conference on Applications of evolutionary computing
Evolving cultural learning parameters in an NK fitness landscape
ECAL'07 Proceedings of the 9th European conference on Advances in artificial life
Operator adaptation in evolutionary programming
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
Building on success in genetic programming: adaptive variation and developmental evaluation
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
Immune clonal strategy based on the adaptive mean mutation
LSMS'07 Proceedings of the Life system modeling and simulation 2007 international conference on Bio-Inspired computational intelligence and applications
Stochastic approximation driven particle swarm optimization
IIT'09 Proceedings of the 6th international conference on Innovations in information technology
Evolutionary optimized footstep planning for humanoid robot
CIRA'09 Proceedings of the 8th IEEE international conference on Computational intelligence in robotics and automation
Analogue filter design using differential evolution
International Journal of Bio-Inspired Computation
Evolution of neural organization in a hydra-like animat
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Evolutionary cross-domain discriminative hessian eigenmaps
IEEE Transactions on Image Processing
Fractional particle swarm optimization in multidimensional search space
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Toward comparison-based adaptive operator selection
Proceedings of the 12th annual conference on Genetic and evolutionary computation
RAM analysis of repairable industrial systems utilizing uncertain data
Applied Soft Computing
Artificial Bee Colony (ABC) for multi-objective design optimization of composite structures
Applied Soft Computing
Optimization of forging processes using Finite Element simulations
Structural and Multidisciplinary Optimization
A self-organization mechanism based on cross-entropy method for P2P-like applications
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Multi-dimensional particle swarm optimization in dynamic environments
Expert Systems with Applications: An International Journal
Emergent distribution of computational workload in the evolution of an undulatory animat
SAB'10 Proceedings of the 11th international conference on Simulation of adaptive behavior: from animals to animats
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Hybrid evolutionary algorithms design based on their advantages
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
An improved FCMBP fuzzy clustering method based on evolutionary programming
Computers & Mathematics with Applications
Adaptive intelligence applied to numerical optimisation
NMA'10 Proceedings of the 7th international conference on Numerical methods and applications
Optimization of multi-task turning operations under minimal tool waste consideration
Robotics and Computer-Integrated Manufacturing
Evolution of neural symmetry and its coupled alignment to body plan morphology
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Self-adaptation of learning rate in XCS working in noisy and dynamic environments
Computers in Human Behavior
Random lines: a novel population set-based evolutionary global optimization algorithm
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Investigation of genetic algorithms with self-adaptive crossover, mutation, and selection
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
ECAL'09 Proceedings of the 10th European conference on Advances in artificial life: Darwin meets von Neumann - Volume Part I
Investigation of self-adapting genetic algorithms using some multimodal benchmark functions
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
A hybrid evolutionary algorithm for tuning a cloth-simulation model
Applied Soft Computing
Evolution strategies and multi-objective optimization of permanent magnet motor
Applied Soft Computing
Make fast evolutionary programming robust by search step control
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Hybridisation of particle swarm optimization and fast evolutionary programming
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Dynamic archive evolution strategy for multiobjective optimization
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
A mixed mutation strategy evolutionary programming combined with species conservation technique
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
Modular design of irreducible systems
SAB'06 Proceedings of the 9th international conference on From Animals to Animats: simulation of Adaptive Behavior
A novel method of neural network optimized design based on biologic mechanism
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part I
ODE: a fast and robust differential evolution based on orthogonal design
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
An improved swarm optimized functional link artificial neural network (ISO-FLANN) for classification
Journal of Systems and Software
Diversity Guided Evolutionary Programming: A novel approach for continuous optimization
Applied Soft Computing
Evolutionary computation and its applications in neural and fuzzy systems
Applied Computational Intelligence and Soft Computing
Expert Systems with Applications: An International Journal
A hybrid evolutionary learning algorithm for TSK-type fuzzy model design
Mathematical and Computer Modelling: An International Journal
Splitting method for spatio-temporal sensors deployment in underwater systems
EvoCOP'12 Proceedings of the 12th European conference on Evolutionary Computation in Combinatorial Optimization
Cooperative mutation based evolutionary programming for continuous function optimization
Operations Research Letters
A memory efficient and continuous-valued compact EDA for large scale problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
PSO based on surrogate modeling as meta-search to optimise evolutionary algorithms parameters
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Unearthing a Fossil from the History of Evolutionary Computation
Fundamenta Informaticae
On Evolutionary Exploration and Exploitation
Fundamenta Informaticae
Finite Markov Chain Results in Evolutionary Computation: A Tour d'Horizon
Fundamenta Informaticae
Adaptive directed mutation for real-coded genetic algorithms
Applied Soft Computing
International Journal of Applied Metaheuristic Computing
International Journal of Applied Metaheuristic Computing
A modification to classical evolutionary programming by shifting strategy parameters
Applied Intelligence
Evolutionary algorithm characterization in real parameter optimization problems
Applied Soft Computing
EuroGP'13 Proceedings of the 16th European conference on Genetic Programming
Fitness tracking based evolutionary programming: a novel approach for function optimization
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Exploration and exploitation in evolutionary algorithms: A survey
ACM Computing Surveys (CSUR)
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A survey on optimization metaheuristics
Information Sciences: an International Journal
Taming parallel I/O complexity with auto-tuning
SC '13 Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis
Adaptive cooperative particle swarm optimizer
Applied Intelligence
Robust Neuroevolutionary Identification of Nonlinear Nonstationary Objects
Cybernetics and Systems Analysis
Supporting the design process with hypergraph genetic operators
Advanced Engineering Informatics
A parameter-free barebones particle swarm algorithm for unsupervised pattern classification
International Journal of Hybrid Intelligent Systems
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Three main streams of evolutionary algorithms (EAs), probabilistic optimization algorithms based on the model of natural evolution, are compared in this article: evolution strategies (ESs), evolutionary programming (EP), and genetic algorithms (GAs). The comparison is performed with respect to certain characteristic components of EAs: the representation scheme of object variables, mutation, recombination, and the selection operator. Furthermore, each algorithm is formulated in a high-level notation as an instance of the general, unifying basic algorithm, and the fundamental theoretical results on the algorithms are presented. Finally, after presenting experimental results for three test functions representing a unimodal and a multimodal case as well as a step function with discontinuities, similarities and differences of the algorithms are elaborated, and some hints to open research questions are sketched.