Evaluating evolutionary algorithms
Artificial Intelligence - Special volume on empirical methods
Handbook of Mathematical Functions, With Formulas, Graphs, and Mathematical Tables,
Handbook of Mathematical Functions, With Formulas, Graphs, and Mathematical Tables,
Experimental Research in Evolutionary Computation: The New Experimentalism (Natural Computing Series)
Biostatistical Analysis (5th Edition)
Biostatistical Analysis (5th Edition)
Statistical Comparisons of Classifiers over Multiple Data Sets
The Journal of Machine Learning Research
Improving crossover operator for real-coded genetic algorithms using virtual parents
Journal of Heuristics
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Handbook of Parametric and Nonparametric Statistical Procedures
Handbook of Parametric and Nonparametric Statistical Procedures
Statistical analysis of the main parameters involved in the designof a genetic algorithm
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
No free lunch theorems for optimization
IEEE Transactions on Evolutionary Computation
Statistical exploratory analysis of genetic algorithms
IEEE Transactions on Evolutionary Computation
A general-purpose tunable landscape generator
IEEE Transactions on Evolutionary Computation
Design of Experiments in Computational Intelligence: On the Use of Statistical Inference
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
Memetic Algorithm for Intense Local Search Methods Using Local Search Chains
HM '08 Proceedings of the 5th International Workshop on Hybrid Metaheuristics
Information Sciences: an International Journal
IEEE Transactions on Fuzzy Systems
Memetic algorithms for continuous optimisation based on local search chains
Evolutionary Computation
Information Sciences: an International Journal
IEEE Transactions on Fuzzy Systems - Special section on computing with words
Improved step size adaptation for the MO-CMA-ES
Proceedings of the 12th annual conference 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
Information Sciences: an International Journal
Integrated Learning Particle Swarm Optimizer for global optimization
Applied Soft Computing
Topography-aware sensor deployment optimization with CMA-ES
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Differential evolution algorithms with cellular populations
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
GA-based solutions comparison for warehouse storage optimization
International Journal of Hybrid Intelligent Systems - Advances in Intelligent Agent Systems
A GRASP with evolutionary path relinking for the truck and trailer routing problem
Computers and Operations Research
Improved differential evolution algorithm with decentralisation of population
International Journal of Bio-Inspired Computation
Polynomial modeling for time-varying systems based on a particle swarm optimization algorithm
Information Sciences: an International Journal
Particle swarm optimisation with simple and efficient neighbourhood search strategies
International Journal of Innovative Computing and Applications
An effective memetic differential evolution algorithm based on chaotic local search
Information Sciences: an International Journal
Effect of the block occupancy in GPGPU over the performance of particle swarm algorithm
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Sensitiveness of evolutionary algorithms to the random number generator
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Quantum-inspired evolutionary algorithms: a survey and empirical study
Journal of Heuristics
Paired-bacteria optimiser - A simple and fast algorithm
Information Processing Letters
A performance study on synchronous and asynchronous updates in particle swarm optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Empirical computation of the quasi-optimal number of informants in particle swarm optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Stochastic algorithms assessment using performance profiles
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Establishing integration test orders of classes with several coupling measures
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A peer-to-peer approach to genetic programming
EuroGP'11 Proceedings of the 14th European conference on Genetic programming
Enhancing particle swarm optimization using generalized opposition-based learning
Information Sciences: an International Journal
A parallel genetic programming algorithm for classification
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
Adaptive strategy selection in differential evolution for numerical optimization: An empirical study
Information Sciences: an International Journal
A simulated annealing method based on a specialised evolutionary algorithm
Applied Soft Computing
Multiobjective memetic algorithms for time and space assembly line balancing
Engineering Applications of Artificial Intelligence
Information Sciences: an International Journal
An Intelligent Tuned Harmony Search algorithm for optimisation
Information Sciences: an International Journal
An improved membrane algorithm for solving time-frequency atom decomposition
WMC'09 Proceedings of the 10th international conference on Membrane Computing
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Hyperheuristic for the parameter tuning of a bio-inspired algorithm of query routing in p2p networks
MICAI'11 Proceedings of the 10th international conference on Artificial Intelligence: advances in Soft Computing - Volume Part II
Evaluation of crossover operator performance in genetic algorithms with binary representation
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
Circle Detection by Harmony Search Optimization
Journal of Intelligent and Robotic Systems
A benchmarking framework for simulation-based optimization of environmental models
Environmental Modelling & Software
Improving differential evolution algorithm by synergizing different improvement mechanisms
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Generalised opposition-based differential evolution: an experimental study
International Journal of Computer Applications in Technology
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Hyper-heuristics with low level parameter adaptation
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
Contiguous binomial crossover in differential evolution
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
Analyzing radar emitter signals with membrane algorithms
Mathematical and Computer Modelling: An International Journal
A hybrid evolutionary approach for solving the ontology alignment problem
International Journal of Intelligent Systems
A dynamic neighborhood learning based particle swarm optimizer for global numerical optimization
Information Sciences: an International Journal
Self-adaptive surrogate-assisted covariance matrix adaptation evolution strategy
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
An algorithm comparison for dynamic optimization problems
Applied Soft Computing
A multiagent system to solve JSSP using a multi-population cultural algorithm
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
A multi-threshold segmentation approach based on Artificial Bee Colony optimization
Applied Intelligence
Information Sciences: an International Journal
Journal of Parallel and Distributed Computing
Diversity enhanced particle swarm optimization with neighborhood search
Information Sciences: an International Journal
An artificial bee colony algorithm for the unrelated parallel machines scheduling problem
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Alternative restart strategies for CMA-ES
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part I
Evaporation mechanisms for particle swarm optimization
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
An artificial bee colony algorithm for the maximally diverse grouping problem
Information Sciences: an International Journal
Cellular genetic algorithms without additional parameters
The Journal of Supercomputing
Replica creation strategy based on quantum evolutionary algorithm in data gird
Knowledge-Based Systems
A preference multi-objective optimization based on adaptive rank clone and differential evolution
Natural Computing: an international journal
A hybrid algorithm for the manufacturing cell formation problem
Journal of Heuristics
Information Sciences: an International Journal
Information Sciences: an International Journal
An iterated greedy algorithm for the large-scale unrelated parallel machines scheduling problem
Computers and Operations Research
Intensive surrogate model exploitation in self-adaptive surrogate-assisted cma-es (saacm-es)
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Many-objective optimization using differential evolution with variable-wise mutation restriction
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Self organizing classifiers and niched fitness
Proceedings of the 15th annual conference on Genetic and evolutionary computation
An interpretable classification rule mining algorithm
Information Sciences: an International Journal
Multi-circle detection on images inspired by collective animal behavior
Applied Intelligence
International Journal of Swarm Intelligence Research
An analysis of the migration rates for biogeography-based optimization
Information Sciences: an International Journal
Computers and Operations Research
QAR-CIP-NSGA-II: A new multi-objective evolutionary algorithm to mine quantitative association rules
Information Sciences: an International Journal
Repairing the crossover rate in adaptive differential evolution
Applied Soft Computing
Evolutionary multi-objective optimization for mesh simplification of 3D open models
Integrated Computer-Aided Engineering
A new methodology for the automatic creation of adaptive hybrid algorithms
Intelligent Data Analysis
A procedure for the detection of anomalous input-output patterns
Intelligent Data Analysis
Parallel Parameter Identification in Industrial Biotechnology
International Journal of Parallel Programming
Let a biogeography-based optimizer train your Multi-Layer Perceptron
Information Sciences: an International Journal
Information Sciences: an International Journal
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In recent years, there has been a growing interest for the experimental analysis in the field of evolutionary algorithms. It is noticeable due to the existence of numerous papers which analyze and propose different types of problems, such as the basis for experimental comparisons of algorithms, proposals of different methodologies in comparison or proposals of use of different statistical techniques in algorithms' comparison.In this paper, we focus our study on the use of statistical techniques in the analysis of evolutionary algorithms' behaviour over optimization problems. A study about the required conditions for statistical analysis of the results is presented by using some models of evolutionary algorithms for real-coding optimization. This study is conducted in two ways: single-problem analysis and multiple-problem analysis. The results obtained state that a parametric statistical analysis could not be appropriate specially when we deal with multiple-problem results. In multiple-problem analysis, we propose the use of non-parametric statistical tests given that they are less restrictive than parametric ones and they can be used over small size samples of results. As a case study, we analyze the published results for the algorithms presented in the CEC'2005 Special Session on Real Parameter Optimization by using non-parametric test procedures.