Evolution strategies –A comprehensive introduction
Natural Computing: an international journal
How to analyse evolutionary algorithms
Theoretical Computer Science - Natural computing
A computationally efficient evolutionary algorithm for real-parameter optimization
Evolutionary Computation
Learning probability distributions in continuous evolutionary algorithms– a comparative review
Natural Computing: an international journal
Real-coded memetic algorithms with crossover hill-climbing
Evolutionary Computation - Special issue on magnetic algorithms
A New Approach for Predicting the Final Outcome of Evolution Strategy Optimization Under Noise
Genetic Programming and Evolvable Machines
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Learning environment dynamics from self-adaptation: a preliminary investigation
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
An analysis of mutative σ-self-adaptation on linear fitness functions
Evolutionary Computation
An evolutionary machine learning: An adaptability perspective at fine granularity
International Journal of Knowledge-based and Intelligent Engineering Systems
Improving crossover operator for real-coded genetic algorithms using virtual parents
Journal of Heuristics
A genetic algorithm calibration method based on convergence due to genetic drift
Information Sciences: an International Journal
Voronoi-initializated island models for solving real-coded deceptive problems
Proceedings of the 10th annual conference on Genetic and evolutionary computation
A New Self-adaptative Crossover Operator for Real-Coded Evolutionary Algorithms
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Evolutionary Bi-objective Learning with Lowest Complexity in Neural Networks: Empirical Comparisons
ICANNGA '07 Proceedings of the 8th international conference on Adaptive and Natural Computing Algorithms, Part I
Parameter Tuning of Real-Valued Crossover Operators for Statistics Preservation
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
CIXL2: a crossover operator for evolutionary algorithms based on population features
Journal of Artificial Intelligence Research
Optimization of power allocation for interference cancellation with particle swarm 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
Bayesian wavelet denoising and evolutionary calibration
Digital Signal Processing
Memetic algorithms for continuous optimisation based on local search chains
Evolutionary Computation
Linear dimensionality reduction using relevance weighted LDA
Pattern Recognition
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
Breast cancer diagnosis using WNN based on GA
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part III
Evolutionary strategies used for the mobile robot trajectory tracking control
ICANN'10 Proceedings of the 20th international conference on Artificial neural networks: Part II
Information Sciences: an International Journal
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
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Quality time-of-flight range imaging for feature-based registration using bacterial foraging
Applied Soft Computing
Exploration and exploitation in evolutionary algorithms: A survey
ACM Computing Surveys (CSUR)
A hybrid FLANN and adaptive differential evolution model for forecasting of stock market indices
International Journal of Knowledge-based and Intelligent Engineering Systems
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Due to the flexibility in adapting to different fitness landscapes, self-adaptive evolutionary algorithms (SA-EAs) have been gaining popularity in the recent past. In this paper, we postulate the properties that SA-EA operators should have for successful applications in real-valued search spaces. Specifically, population mean and variance of a number of SA-EA operators such as various real-parameter crossover operators and self-adaptive evolution strategies are calculated for this purpose. Simulation results are shown to verify the theoretical calculations. The postulations and population variance calculations explain why self-adaptive genetic algorithms and evolution strategies have shown similar performance in the past and also suggest appropriate strategy parameter values, which must be chosen while applying and comparing different SA-EAs