Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
Evaluating evolutionary algorithms
Artificial Intelligence - Special volume on empirical methods
Parameter optimization for visual obstacle detection using a derandomized evolution strategy
Imaging and vision systems
Evolution and Optimum Seeking: The Sixth Generation
Evolution and Optimum Seeking: The Sixth Generation
Numerical Optimization of Computer Models
Numerical Optimization of Computer Models
Proceedings of the 6th International Conference on Genetic Algorithms
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
Step-Size Adaption Based on Non-Local Use of Selection Information
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
On the Asymptotic Behavior of Multirecombinant Evolution Strategies
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
A Preliminary Investigation into Directed Mutations in Evolutionary Algorithms
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
Toward a theory of evolution strategies: On the benefits of sex---the (μ/μ, λ) theory
Evolutionary Computation
Toward a theory of evolution strategies: Self-adaptation
Evolutionary Computation
Evolutionary computation: comments on the history and current state
IEEE Transactions on Evolutionary Computation
Parameter optimization for visual obstacle detection using a derandomized evolution strategy
Imaging and vision systems
Evolution strategies –A comprehensive introduction
Natural Computing: an international journal
Recent approaches to global optimization problems through Particle Swarm Optimization
Natural Computing: an international journal
A Comparison of Evolution Strategies with Other Direct Search Methods in the Presence of Noise
Computational Optimization and Applications
How to analyse evolutionary algorithms
Theoretical Computer Science - Natural computing
A computationally efficient evolutionary algorithm for real-parameter optimization
Evolutionary Computation
Self-organizing Maps for Pareto Optimization of Airfoils
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Reducing Random Fluctuations in Mutative Self-adaptation
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Random Dynamics Optimum Tracking with Evolution Strategies
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Adapting Weighted Aggregation for Multiobjective Evolution Strategies
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Invariance, Self-Adaptation and Correlated Mutations and Evolution Strategies
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Qualms regarding the optimality of cumulative path length control in CSA/CMA-evolution strategies
Evolutionary Computation
Learning probability distributions in continuous evolutionary algorithms– a comparative review
Natural Computing: an international journal
Evolutionary Adaptation of Nonlinear Dynamical Systems in Computational Neuroscience
Genetic Programming and Evolvable Machines
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: FEA 2002
Genetic Programming and Evolvable Machines
A New Approach for Predicting the Final Outcome of Evolution Strategy Optimization Under Noise
Genetic Programming and Evolvable Machines
Making Driver Modeling Attractive
IEEE Intelligent Systems
Combining competent crossover and mutation operators: a probabilistic model building approach
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Measuring mobility and the performance of global search algorithms
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Latent variable crossover for k-tablet structures and its application to lens design problems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Three dimensional evolutionary aerodynamic design optimization with CMA-ES
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Computing Nash equilibria through computational intelligence methods
Journal of Computational and Applied Mathematics - Special issue: Selected papers of the international conference on computational methods in sciences and engineering (ICCMSE-2003)
Convergence results for the (1, λ)-SA-ES using the theory of ϕ-irreducible Markov chains
Theoretical Computer Science
Learning environment dynamics from self-adaptation: a preliminary investigation
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
A Note on the Extended Rosenbrock Function
Evolutionary Computation
Neural Networks - 2005 Special issue: IJCNN 2005
PSO and multi-funnel landscapes: how cooperation might limit exploration
Proceedings of the 8th annual conference on Genetic and evolutionary computation
The correlation-triggered adaptive variance scaling IDEA
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Hierarchically organised evolution strategies on the parabolic ridge
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Reconsidering the progress rate theory for evolution strategies in finite dimensions
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A computational efficient covariance matrix update and a (1+1)-CMA for evolution strategies
Proceedings of the 8th annual conference on Genetic and evolutionary computation
The dispersion metric and the CMA evolution strategy
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A new generation alternation model for differential evolution
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Hyper-ellipsoidal conditions in XCS: rotation, linear approximation, and solution structure
Proceedings of the 8th annual conference on Genetic and evolutionary computation
The complete-basis-functions parameterization in ES and its application to laser pulse shaping
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Initial approaches to the application of islands-based parallel EDAs in continuous domains
Journal of Parallel and Distributed Computing - Special issue on parallel bioinspired algorithms
Weighted multirecombination evolution strategies
Theoretical Computer Science - Foundations of genetic algorithms
An analysis of mutative σ-self-adaptation on linear fitness functions
Evolutionary Computation
Optimum tracking with evolution strategies
Evolutionary Computation
An evolutionary machine learning: An adaptability perspective at fine granularity
International Journal of Knowledge-based and Intelligent Engineering Systems
Covariance Matrix Adaptation for Multi-objective Optimization
Evolutionary Computation
SDR: a better trigger for adaptive variance scaling in normal EDAs
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Adaptive variance scaling in continuous multi-objective estimation-of-distribution algorithms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Estimation of fitness landscape contours in EAs
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Cross entropy and adaptive variance scaling in continuous EDA
Proceedings of the 9th annual conference on Genetic and evolutionary computation
On the use of evolution strategies for optimising certain positive definite quadratic forms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Reducing the space-time complexity of the CMA-ES
Proceedings of the 9th annual conference on Genetic and evolutionary computation
An extended mutation concept for the local selection based differential evolution algorithm
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Performance analysis of niching algorithms based on derandomized-ES variants
Proceedings of the 9th annual conference on Genetic and evolutionary computation
The second harmonic generation case-study as a gateway for es to quantum control problems
Proceedings of the 9th annual conference on Genetic and evolutionary computation
DCMA: yet another derandomization in covariance-matrix-adaptation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
ICSPEA: evolutionary five-axis milling path optimisation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
On the design of optimisers for surface reconstruction
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Comparison-based algorithms are robust and randomized algorithms are anytime
Evolutionary Computation
Parameter Mapping: A genetic programming approach to function optimization
International Journal of Knowledge-based and Intelligent Engineering Systems - Genetic Programming An Emerging Engineering Tool
Experimental research in evolutionary computation
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Application domain study of evolutionary algorithms in optimization problems
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Performance analysis of derandomized evolution strategies in quantum control experiments
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Self-adaptive mutation in XCSF
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Accelerating neuroevolutionary methods using a Kalman filter
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Accelerated Neural Evolution through Cooperatively Coevolved Synapses
The Journal of Machine Learning Research
Step length adaptation on ridge functions
Evolutionary Computation
Human-competitive lens system design with evolution strategies
Applied Soft Computing
Gaining Insights into Laser Pulse Shaping by Evolution Strategies
IWINAC '07 Proceedings of the 2nd international work-conference on The Interplay Between Natural and Artificial Computation, Part I: Bio-inspired Modeling of Cognitive Tasks
A General Framework for Encoding and Evolving Neural Networks
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Policy Gradients with Parameter-Based Exploration for Control
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Analysis of Vestibular-Ocular Reflex by Evolutionary Framework
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Oblivious Randomized Direct Search for Real-Parameter Optimization
ESA '08 Proceedings of the 16th annual European symposium on Algorithms
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Lower Bounds for Evolution Strategies Using VC-Dimension
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Covariance Matrix Adaptation Revisited --- The CMSA Evolution Strategy ---
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Extreme Value Based Adaptive Operator Selection
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Uncertainty Handling in Model Selection for Support Vector Machines
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Adaptive Encoding: How to Render Search Coordinate System Invariant
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Supervised and Evolutionary Learning of Echo State Networks
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A Simple Modification in CMA-ES Achieving Linear Time and Space Complexity
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Fitness Expectation Maximization
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Evolution Strategies for Direct Policy Search
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Countering Poisonous Inputs with Memetic Neuroevolution
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Learning Walking Patterns for Kinematically Complex Robots Using Evolution Strategies
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
KI '08 Proceedings of the 31st annual German conference on Advances in Artificial Intelligence
CMSB '08 Proceedings of the 6th International Conference on Computational Methods in Systems Biology
An adaptive policy gradient in learning Nash equilibria
Neurocomputing
Evolution strategies with cumulative step length adaptation on the noisy parabolic ridge
Natural Computing: an international journal
More efficient PEST compatible model independent model calibration
Environmental Modelling & Software
Variable Metric Reinforcement Learning Methods Applied to the Noisy Mountain Car Problem
Recent Advances in Reinforcement Learning
A hybrid CMA-ES and HDE optimisation algorithm with application to solar energy potential
Applied Soft Computing
A Generator for Multimodal Test Functions with Multiple Global Optima
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Niching with derandomized evolution strategies in artificial and real-world landscapes
Natural Computing: an international journal
Weighted recombination evolution strategy on a class of PDQF's
Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms
A gradient oriented recombination scheme for evolution strategies
Proceedings of the 2009 ACM symposium on Applied Computing
EvoBIO '09 Proceedings of the 7th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
On the Parallel Speed-Up of Estimation of Multivariate Normal Algorithm and Evolution Strategies
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
Adaptability of Algorithms for Real-Valued Optimization
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
Stochastic Local Search Techniques with Unimodal Continuous Distributions: A Survey
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
Effects of 1-Greedy $\mathcal{S}$-Metric-Selection on Innumerably Large Pareto Fronts
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Enhancing Decision Space Diversity in Evolutionary Multiobjective Algorithms
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Recombination for Learning Strategy Parameters in the MO-CMA-ES
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
Stochastic search using the natural gradient
ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning
Experimental Comparisons of Derivative Free Optimization Algorithms
SEA '09 Proceedings of the 8th International Symposium on Experimental Algorithms
Learning complex robot control using evolutionary behavior based systems
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
A novel approach to adaptive isolation in evolution strategies
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Efficient natural evolution strategies
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Evolutionary multi-objective quantum control experiments with the covariance matrix adaptation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Uncertainty handling CMA-ES for reinforcement learning
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
pCMALib: a parallel fortran 90 library for the evolution strategy with covariance matrix adaptation
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
An extended evolution strategy for the characterization of fracture conductivities from well tests
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
BBOB-benchmarking the generalized generation gap model with parent centric crossover
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
BBOB-benchmarking the Rosenbrock's local search algorithm
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Benchmarking a BI-population CMA-ES on the BBOB-2009 function testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Benchmarking sep-CMA-ES on the BBOB-2009 function testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Benchmarking sep-CMA-ES on the BBOB-2009 noisy testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Benchmarking the (1+1)-CMA-ES on the BBOB-2009 function testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Benchmarking the (1+1)-CMA-ES on the BBOB-2009 noisy testbed
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Reinforcement learning for games: failures and successes
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
How to Do Recombination in Evolution Strategies: An Empirical Study
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
Information Sciences: an International Journal
Computers and Operations Research
Neuroevolution strategies for episodic reinforcement learning
Journal of Algorithms
A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
Self-adaptive multimethod search for global optimization in real-parameter spaces
IEEE Transactions on Evolutionary Computation
A genetic algorithm that adaptively mutates and never revisits
IEEE Transactions on Evolutionary Computation
Differential evolution using a neighborhood-based mutation operator
IEEE Transactions on Evolutionary Computation
Evolutionary optimization of dynamics models in sequential Monte Carlo target tracking
IEEE Transactions on Evolutionary Computation
Statistical methods for convergence detection of multi-objective evolutionary algorithms
Evolutionary Computation
Multi-objective optimization with controlled model assisted evolution strategies
Evolutionary Computation
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Robot design for space missions using evolutionary computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Memory-enhanced evolutionary robotics: the echo state network approach
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Group extinction heuristics in evolution strategy
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Scalable Neural Networks for Board Games
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I
Automatic high-precision self-calibration of camera-robot systems
ICRA'09 Proceedings of the 2009 IEEE international conference on Robotics and Automation
Efficient neural network pruning during neuro-evolution
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
RFID networks planning using a multi-swarm optimizer
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Computing Nash equilibria through computational intelligence methods
Journal of Computational and Applied Mathematics - Special issue: Selected papers of the international conference on computational methods in sciences and engineering (ICCMSE-2003)
Optimized sensory-motor couplings plus strategy extensions for the TORCS car racing challenge
CIG'09 Proceedings of the 5th international conference on Computational Intelligence and Games
On the evolution of artificial Tetris players
CIG'09 Proceedings of the 5th international conference on Computational Intelligence and Games
Concept evaluation of a new biologically inspired robot "Littleape"
IROS'09 Proceedings of the 2009 IEEE/RSJ international conference on Intelligent robots and systems
Memetic algorithms for continuous optimisation based on local search chains
Evolutionary Computation
Adaptive niche radii and niche shapes approaches for niching with the cma-es
Evolutionary Computation
Evolutionary tuning of multiple SVM parameters
Neurocomputing
2010 Special Issue: Parameter-exploring policy gradients
Neural Networks
Mutative self-adaptation on the sharp and parabolic ridge
FOGA'07 Proceedings of the 9th international conference on Foundations of genetic algorithms
Self-adaptation for multi-objective evolutionary algorithms
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
The steady state behavior of (µ/µI, λ)-ES on ellipsoidal fitness models disturbed by noise
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Generation and optimization of train timetables using coevolution
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Classification of cell fates with support vector machine learning
EvoBIO'07 Proceedings of the 5th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Steady-state selection and efficient covariance matrix update in the multi-objective CMA-ES
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Pareto-, aggregation-, and indicator-based methods in many-objective optimization
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Efficient learning of neural networks with evolutionary algorithms
Proceedings of the 29th DAGM conference on Pattern recognition
Cumulative step length adaptation for evolution strategies using negative recombination weights
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
From model-checking to temporal logic constraint solving
CP'09 Proceedings of the 15th international conference on Principles and practice of constraint programming
Optimizing data transformations for classification tasks
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Enhancing parameter estimation of biochemical networks by exponentially scaled search steps
EvoBIO'08 Proceedings of the 6th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Log-linear convergence and optimal bounds for the (1 + 1)-ES
EA'07 Proceedings of the Evolution artificielle, 8th international conference on Artificial evolution
Evolution strategies for laser pulse compression
EA'07 Proceedings of the Evolution artificielle, 8th international conference on Artificial evolution
Neuroevolution based on reusable and hierarchical modular representation
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
HCS: a new local search strategy for memetic multiobjective evolutionary algorithms
IEEE Transactions on Evolutionary Computation
Performance of the (µ/µ, λ)-σSA-ES on a class of PDQFs
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Active covariance matrix adaptation for the (1+1)-CMA-ES
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Exponential natural evolution strategies
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Tuning optimization algorithms for real-world problems by means of surrogate modeling
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Improved step size adaptation for the MO-CMA-ES
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Toward comparison-based adaptive operator selection
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A probabilistic functional crossover operator for genetic programming
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Theoretical analysis of evolutionary computation on continuously differentiable functions
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Mirrored variants of the (1,4)-CMA-ES compared on the noiseless BBOB-2010 testbed
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Benchmarking CMA-EGS on the BBOB 2010 noiseless function testbed
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Benchmarking CMA-EGS on the BBOB 2010 noisy function testbed
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Benchmarking a weighted negative covariance matrix update on the BBOB-2010 noiseless testbed
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Benchmarking a weighted negative covariance matrix update on the BBOB-2010 noisy testbed
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Niching the CMA-ES via nearest-better clustering
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Model-based direct policy search
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Benefits of a population: five mechanisms that advantage population-based algorithms
IEEE Transactions on Evolutionary Computation
Evolutionary algorithms with stable mutations based on a discrete spectral measure
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Differential mutation based on population covariance matrix
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Bidirectional relation between CMA evolution strategies and natural evolution strategies
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
An archive maintenance scheme for finding robust solutions
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Comparison-based optimizers need comparison-based surrogates
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
A natural evolution strategy for multi-objective optimization
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Parameter tuning boosts performance of variation operators in multiobjective optimization
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Topography-aware sensor deployment optimization with CMA-ES
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Multi-dimensional deep memory Atari-go players for parameter exploring policy gradients
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Modeling and optimization of combined cytostatic and cytotoxic cancer chemotherapy
Artificial Intelligence in Medicine
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
Multimodal optimization by means of a topological species conservation algorithm
IEEE Transactions on Evolutionary Computation
LUNARES: lunar crater exploration with heterogeneous multi robot systems
Intelligent Service Robotics
Autonomous experimental design optimization of a flapping wing
Genetic Programming and Evolvable Machines
Real-valued multimodal fitness landscape characterization for evolution
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
On the behaviour of evolution strategies optimising cigar functions
Evolutionary Computation
A calibration strategy for dynamic succession models including several phytoplankton groups
Environmental Modelling & Software
RFID network planning using a multi-swarm optimizer
Journal of Network and Computer Applications
Evolvability and speed of evolutionary algorithms in light of recent developments in biology
Journal of Artificial Evolution and Applications
ACM Transactions on Speech and Language Processing (TSLP)
Analyzing the impact of mirrored sampling and sequential selection in elitist evolution strategies
Proceedings of the 11th workshop proceedings on Foundations of genetic algorithms
Forensic identification by computer-aided craniofacial superimposition: A survey
ACM Computing Surveys (CSUR)
Shape optimization for drag reduction in linked bodies using evolution strategies
Computers and Structures
Not all parents are equal for MO-CMA-ES
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Harmony search with differential mutation based pitch adjustment
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Comparison-based complexity of multiobjective optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
When parameter tuning actually is parameter control
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Niching foundations: basin identification on fixed-property generated landscapes
Proceedings of the 13th annual conference on Genetic and evolutionary computation
High dimensions and heavy tails for natural evolution strategies
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Mirrored sampling in evolution strategies with weighted recombination
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Local-meta-model CMA-ES for partially separable functions
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Using the uncertainty handling CMA-ES for finding robust optima
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Coastal current prediction using CMA evolution strategies
Proceedings of the 13th annual conference on Genetic and evolutionary computation
DAMS: distributed adaptive metaheuristic selection
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Instance-based parameter tuning for evolutionary AI planning
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Instance-based parameter tuning for evolutionary AI planning
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Self-adaptive learning based particle swarm optimization
Information Sciences: an International Journal
Evaluation of two-stage ensemble evolutionary algorithm for numerical optimization
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part I
Pattern Recognition Letters
Sequential constant size compressors for reinforcement learning
AGI'11 Proceedings of the 4th international conference on Artificial general intelligence
An advanced scatter search design for skull-face overlay in craniofacial superimposition
Expert Systems with Applications: An International Journal
Differential evolution for parameterized procedural woody plant models reconstruction
Applied Soft Computing
Information Sciences: an International Journal
A Differential Covariance Matrix Adaptation Evolutionary Algorithm for real parameter optimization
Information Sciences: an International Journal
Enhancing the search ability of differential evolution through orthogonal crossover
Information Sciences: an International Journal
Evolving linear transformations with a rotation-angles/scaling representation
Expert Systems with Applications: An International Journal
On evolutionary optimization of large problems using small populations
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Cumulative step length adaptation on ridge functions
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Searching for balance: understanding self-adaptation on ridge functions
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Niche radius adaptation in the CMA-ES niching algorithm
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Direct manipulation of free form deformation in evolutionary design optimisation
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Local meta-models for optimization using evolution strategies
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Comparing the niches of CMA-ES, CHC and pattern search using diverse benchmarks
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Ordinal regression in evolutionary computation
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Direct manipulation of free form deformation in evolutionary design optimisation
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Evolutionary optimization of sequence kernels for detection of bacterial gene starts
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Efficient non-linear control through neuroevolution
ECML'06 Proceedings of the 17th European conference on Machine Learning
Niching in evolution strategies and its application to laser pulse shaping
EA'05 Proceedings of the 7th international conference on Artificial Evolution
Algorithms (x, sigma, eta): quasi-random mutations for evolution strategies
EA'05 Proceedings of the 7th international conference on Artificial Evolution
UAV controller design using evolutionary algorithms
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Ockham's Razor in memetic computing: Three stage optimal memetic exploration
Information Sciences: an International Journal
Theoretical Computer Science
On interactive evolution strategies
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
A momentum-based approach to learning nash equilibria
PRIMA'06 Proceedings of the 9th Pacific Rim international conference on Agent Computing and Multi-Agent Systems
Investigating the local-meta-model CMA-ES for large population sizes
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Gaussian adaptation revisited: an entropic view on covariance matrix adaptation
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
A new selection ratio for large population sizes
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
A computational intelligence algorithm for simulation-driven optimization problems
Advances in Engineering Software
Compact genetic codes as a search strategy of evolutionary processes
FOGA'05 Proceedings of the 8th international conference on Foundations of Genetic Algorithms
Optimal weighted recombination
FOGA'05 Proceedings of the 8th international conference on Foundations of Genetic Algorithms
On the prediction of the solution quality in noisy optimization
FOGA'05 Proceedings of the 8th international conference on Foundations of Genetic Algorithms
Robust multidisciplinary UAS design optimisation
Structural and Multidisciplinary Optimization
Resource management and scalability of the XCSF learning classifier system
Theoretical Computer Science
A comparison of evolutionary algorithms for automatic calibration of constrained cellular automata
ICCSA'10 Proceedings of the 2010 international conference on Computational Science and Its Applications - Volume Part I
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Evolutionary multimodal optimization using the principle of locality
Information Sciences: an International Journal
Parent to mean-centric self-adaptation in SBX operator for real-parameter optimization
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part I
Bayesian forecaster using class-based optimization
Applied Intelligence
Evolutionary computation and its applications in neural and fuzzy systems
Applied Computational Intelligence and Soft Computing
Development of the six-legged walking and climbing robot SpaceClimber
Journal of Field Robotics
On the effect of response transformations in sequential parameter optimization
Evolutionary Computation
Evolutionary design of active free space optical networks based on digital mirror devices
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
Diversified virtual camera composition
EvoApplications'12 Proceedings of the 2012t European conference on Applications of Evolutionary Computation
A computational intelligence algorithm for expensive engineering optimization problems
Engineering Applications of Artificial Intelligence
Evolving network motifs based morphogenetic approach for self-organizing robotic swarms
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Natural evolution strategies converge on sphere functions
Proceedings of the 14th annual conference on Genetic and evolutionary computation
On the properties of the R2 indicator
Proceedings of the 14th annual conference on Genetic and evolutionary computation
CMA-TWEANN: efficient optimization of neural networks via self-adaptation and seamless augmentation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
SDE: a stochastic coding differential evolution for global optimization
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Asynchronous master/slave moeas and heterogeneous evaluation costs
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Analysis of a natural gradient algorithm on monotonic convex-quadratic-composite functions
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Crossover-based local search in cooperative co-evolutionary feedforward neural networks
Applied Soft Computing
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Benchmarking the differential evolution with adaptive encoding on noiseless functions
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Black-box optimization benchmarking of IPOP-saACM-ES on the BBOB-2012 noisy testbed
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
On the effect of mirroring in the IPOP active CMA-ES on the noiseless BBOB testbed
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Robotic swarm cooperation by co-adaptation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Co-adapting mobile sensor networks to maximize coverage in dynamic environments
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
SIAM Journal on Scientific Computing
A Hybrid Genetic Algorithm for Multidepot and Periodic Vehicle Routing Problems
Operations Research
Entropy search for information-efficient global optimization
The Journal of Machine Learning Research
Applying evolution strategies to preprocessing EEG signals for brain-computer interfaces
Information Sciences: an International Journal
Selection and scheduling problem in continuous time with pairwise-interdependencies
ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part II
IPCAI'12 Proceedings of the Third international conference on Information Processing in Computer-Assisted Interventions
A comparative analysis of FSS with CMA-ES and S-PSO in ill-conditioned problems
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Multi-operator based biogeography based optimization with mutation for global numerical optimization
Computers & Mathematics with Applications
Two-stage ensemble memetic algorithm: Function optimization and digital IIR filter design
Information Sciences: an International Journal
Adaptive directed mutation for real-coded genetic algorithms
Applied Soft Computing
Block diagonal natural evolution strategies
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Refractive calibration of underwater cameras
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
APRIL: active preference learning-based reinforcement learning
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Active learning of inverse models with intrinsically motivated goal exploration in robots
Robotics and Autonomous Systems
Adaptive reservoir computing through evolution and learning
Neurocomputing
Learning parameters of linear models in compressed parameter space
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
Convergence of the IGO-Flow of isotropic gaussian distributions on convex quadratic problems
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Efficient sampling and handling of variance in tuning data mining models
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Alternative restart strategies for CMA-ES
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
On the anytime behavior of IPOP-CMA-ES
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
HappyCat --- a simple function class where well-known direct search algorithms do fail
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
On spectral invariance of randomized hessian and covariance matrix adaptation schemes
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
An empirical comparison of CMA-ES in dynamic environments
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Pattern Recognition Letters
High-dimensional model-based optimization based on noisy evaluations of computer games
LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
LION'12 Proceedings of the 6th international conference on Learning and Intelligent Optimization
Experimental comparison of six population-based algorithms for continuous black box optimization
Evolutionary Computation
Restarted local search algorithms for continuous black box optimization
Evolutionary Computation
Collaboration and Competition Process: A Multi-Teams and Genetic Algorithm Hybrid Approach
International Journal of Artificial Life Research
Learn-and-Optimize: a parameter tuning framework for evolutionary AI planning
EA'11 Proceedings of the 10th international conference on Artificial Evolution
Artificial cooperative search algorithm for numerical optimization problems
Information Sciences: an International Journal
DEAL: a direction-guided evolutionary algorithm
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Efficient neuroevolution for a quadruped robot
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Improving differential evolution through a unified approach
Journal of Global Optimization
Investigation of mutation schemes in real-parameter genetic algorithms
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Evolutionary algorithm characterization in real parameter optimization problems
Applied Soft Computing
Accelerated biogeography-based optimization with neighborhood search for optimization
Applied Soft Computing
Neural Networks
A natural evolution strategy with asynchronous strategy updates
Proceedings of the 15th annual conference on Genetic and evolutionary computation
On the behaviour of the (1, λ)-es for a conically constrained problem
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Intensive surrogate model exploitation in self-adaptive surrogate-assisted cma-es (saacm-es)
Proceedings of the 15th annual conference on Genetic and evolutionary computation
A median success rule for non-elitist evolution strategies: study of feasibility
Proceedings of the 15th annual conference on Genetic and evolutionary computation
An intelligent multi-restart memetic algorithm for box constrained global optimisation
Evolutionary Computation
A linear time natural evolution strategy for non-separable functions
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Is the meta-EA a viable optimization method?
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Bounding the population size of IPOP-CMA-ES on the noiseless BBOB testbed
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Benchmarking the local metamodel CMA-ES on the noiseless BBOB'2013 test bed
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Short term wind speed forecasting with evolved neural networks
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A survey on optimization metaheuristics
Information Sciences: an International Journal
New genetic algorithm with a maximal information coefficient based mutation
Proceedings of the 51st ACM Southeast Conference
DEAP: evolutionary algorithms made easy
The Journal of Machine Learning Research
An optimization algorithm employing multiple metamodels and optimizers
International Journal of Automation and Computing
Resampling versus repair in evolution strategies applied to a constrained linear problem
Evolutionary Computation
An analysis of the migration rates for biogeography-based optimization
Information Sciences: an International Journal
Speeding up many-objective optimization by Monte Carlo approximations
Artificial Intelligence
Bayesian optimization in high dimensions via random embeddings
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Particle swarm optimization with increasing topology connectivity
Engineering Applications of Artificial Intelligence
A nested heuristic for parameter tuning in Support Vector Machines
Computers and Operations Research
Optimization under worst case constraints--a new global multimodel search procedure
Structural and Multidisciplinary Optimization
An analysis on separability for Memetic Computing automatic design
Information Sciences: an International Journal
Evolutionary annealing: global optimization in measure spaces
Journal of Global Optimization
Comparing evolutionary algorithms and particle filters for Markerless Human Motion Capture
Applied Soft Computing
Computational Optimization and Applications
Hi-index | 0.01 |
This paper puts forward two useful methods for self-adaptation of the mutation distribution - the concepts of derandomization and cumulation. Principle shortcomings of the concept of mutative strategy parameter control and two levels of derandomization are reviewed. Basic demands on the self-adaptation of arbitrary (normal) mutation distributions are developed. Applying arbitrary, normal mutation distributions is equivalent to applying a general, linear problem encoding. The underlying objective of mutative strategy parameter control is roughly to favor previously selected mutation steps in the future. If this objective is pursued rigorously, a completely derandomized self-adaptation scheme results, which adapts arbitrary normal mutation distributions. This scheme, called covariance matrix adaptation (CMA), meets the previously stated demands. It can still be considerably improved by cumulation - utilizing an evolution path rather than single search steps. Simulations on various test functions reveal local and global search properties of the evolution strategy with and without covariance matrix adaptation. Their performances are comparable only on perfectly scaled functions. On badly scaled, non-separable functions usually a speed up factor of several orders of magnitude is observed. On moderately mis-scaled functions a speed up factor of three to ten can be expected.