Best approximations of fitness functions of binary strings
Natural Computing: an international journal
Saving Evaluations in Differential Evolution for Constrained Optimization
ENC '05 Proceedings of the Sixth Mexican International Conference on Computer Science
Evaluation relaxation using substructural information and linear estimation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
GA-SVM feasibility model and optimization kernel applied to analog IC design automation
Proceedings of the 17th ACM Great Lakes symposium on VLSI
A clustering entropy-driven approach for exploring and exploiting noisy functions
Proceedings of the 2007 ACM symposium on Applied computing
Optimizing thermal design of data center cabinets with a new multi-objective genetic algorithm
Distributed and Parallel Databases
Expensive optimization, uncertain environment: an EA-based solution
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
A study on metamodeling techniques, ensembles, and multi-surrogates in evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Do not match, inherit: fitness surrogates for genetics-based machine learning techniques
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Computational Optimization and Applications
Reduced computation for evolutionary optimization in noisy environment
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
A pareto following variation operator for fast-converging multiobjective evolutionary algorithms
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
ASAGA: an adaptive surrogate-assisted genetic algorithm
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Adaptive fuzzy fitness granulation for evolutionary optimization
International Journal of Approximate Reasoning
Learning Classifier Systems: Looking Back and Glimpsing Ahead
Learning Classifier Systems
Meta-Modeling in Multiobjective Optimization
Multiobjective Optimization
Real-World Applications of Multiobjective Optimization
Multiobjective Optimization
Kriging metamodel management in the design optimization of a CNG injection system
Mathematics and Computers in Simulation
Design of a motorcycle frame using neuroacceleration strategies in MOEAs
Journal of Heuristics
Noisy Multiobjective Optimization on a Budget of 250 Evaluations
EMO '09 Proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization
A survey on metaheuristics for stochastic combinatorial optimization
Natural Computing: an international journal
Approximating pseudo-Boolean functions on non-uniform domains
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Capturing aesthetic intention during interactive evolution
Computer-Aided Design
Convergence acceleration operator for multiobjective optimization
IEEE Transactions on Evolutionary Computation
Multi-objective optimization with controlled model assisted evolution strategies
Evolutionary Computation
The Pareto-following variation operator as an alternative approximation model
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Coevolution of simulator proxies and sampling strategies for petroleum reservoir modeling
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Application notes: MEBRA: multiobjective evolutionary-based risk assessment
IEEE Computational Intelligence Magazine
A systems approach to evolutionary multiobjective structural optimization and beyond
IEEE Computational Intelligence Magazine
On the performance of metamodel assisted MOEA/D
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
Knowledge extraction from unstructured surface meshes
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
An evolutionary algorithm with spatially distributed surrogates for multiobjective optimization
ACAL'07 Proceedings of the 3rd Australian conference on Progress in artificial life
Ensemble of niching algorithms
Information Sciences: an International Journal
Multi-processor system-on-chip design space exploration based on multi-level modeling techniques
SAMOS'09 Proceedings of the 9th international conference on Systems, architectures, modeling and simulation
Generalizing surrogate-assisted evolutionary computation
IEEE Transactions on Evolutionary Computation
Expensive multiobjective optimization by MOEA/D with Gaussian process model
IEEE Transactions on Evolutionary Computation
Heuristics for sampling repetitions in noisy landscapes with fitness caching
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Entropy measurement-based estimation model for bayesian optimization algorithm
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A mono surrogate for multiobjective optimization
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Predicting solution rank to improve performance
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Designing better fitness functions for automated program repair
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A pareto-compliant surrogate approach for multiobjective optimization
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
An analysis of the equilibrium of migration models for biogeography-based optimization
Information Sciences: an International Journal
On reducing computational overhead in multi-objective genetic Takagi-Sugeno fuzzy systems
Applied Soft Computing
Ensemble of constraint handling techniques
IEEE Transactions on Evolutionary Computation
Surrogate model for continuous and discrete genetic optimization based on RBF networks
IDEAL'10 Proceedings of the 11th international conference on Intelligent data engineering and automated learning
Comparison-based optimizers need comparison-based surrogates
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
A memetic algorithm with non gradient-based local search assisted by a meta-model
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part I
Discovering process models with genetic algorithms using sampling
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part I
A fast differential evolution algorithm using k-Nearest Neighbour predictor
Expert Systems with Applications: An International Journal
AICI'10 Proceedings of the 2010 international conference on Artificial intelligence and computational intelligence: Part II
Analytical and numerical comparisons of biogeography-based optimization and genetic algorithms
Information Sciences: an International Journal
Autonomous experimental design optimization of a flapping wing
Genetic Programming and Evolvable Machines
Evolutionary optimization of catalysts assisted by neural-network learning
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Dominance-based pareto-surrogate for multi-objective optimization
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Evolvability and speed of evolutionary algorithms in light of recent developments in biology
Journal of Artificial Evolution and Applications
An investigation into the merger of stochastic diffusion search and particle swarm optimisation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Evolving optimal agendas for package deal negotiation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A surrogate-assisted linkage inference approach in genetic algorithms
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Scaling up a hybrid genetic linear programming algorithm for statistical disclosure control
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Geometric generalisation of surrogate model based optimisation to combinatorial spaces
EvoCOP'11 Proceedings of the 11th European conference on Evolutionary computation in combinatorial optimization
MCPR'11 Proceedings of the Third Mexican conference on Pattern recognition
Digital Ecosystems: Ecosystem-Oriented Architectures
Natural Computing: an international journal
Distributed genetic process mining using sampling
PaCT'11 Proceedings of the 11th international conference on Parallel computing technologies
Local meta-models for optimization using evolution strategies
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
Automatic tuning of agent-based models using genetic algorithms
MABS'05 Proceedings of the 6th international conference on Multi-Agent-Based Simulation
Fitness approximation in estimation of distribution algorithms for feature selection
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Entropy-based efficiency enhancement techniques for evolutionary algorithms
Information Sciences: an International Journal
Using datamining techniques to help metaheuristics: a short survey
HM'06 Proceedings of the Third international conference on Hybrid Metaheuristics
Machine learning for global optimization
Computational Optimization and Applications
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
Parallelization of multi-objective evolutionary algorithms using clustering algorithms
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Hybrid evolutionary algorithms for the rectilinear steiner tree problem using fitness estimation
ICCSA'06 Proceedings of the 2006 international conference on Computational Science and Its Applications - Volume Part III
Comparison of global optimization methods for drag reduction in the automotive industry
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part IV
Numerical assessment of metamodelling strategies in computationally intensive optimization
Environmental Modelling & Software
Structural and Multidisciplinary Optimization
Expert Systems with Applications: An International Journal
Proceedings of the 49th Annual Design Automation Conference
Blood sugar regularization based evolutionary algorithm for data classification
Applied Soft Computing
Coevolution in cartesian genetic programming
EuroGP'12 Proceedings of the 15th European conference on Genetic Programming
Resampling methods for meta-model validation with recommendations for evolutionary computation
Evolutionary Computation
Hoeffding bound based evolutionary algorithm for symbolic regression
Engineering Applications of Artificial Intelligence
Higher-order linkage learning in the ECGA
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
Multi-criteria optimization for hard problems under limited budgets
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
PPAM'11 Proceedings of the 9th international conference on Parallel Processing and Applied Mathematics - Volume Part II
A new fitness estimation strategy for particle swarm optimization
Information Sciences: an International Journal
Registrar: a complete-memory operator to enhance performance of genetic algorithms
Journal of Global Optimization
Block-matching algorithm based on differential evolution for motion estimation
Engineering Applications of Artificial Intelligence
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Optimizing cellular automata through a meta-model assisted memetic algorithm
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
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
Mathematics and Computers in Simulation
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Triple and quadruple comparison-based interactive differential evolution and differential evolution
Proceedings of the twelfth workshop on Foundations of genetic algorithms XII
Expert Systems with Applications: An International Journal
An evolution strategy assisted by an ensemble of local Gaussian process models
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Using graphical information systems to improve vehicle routing problem instances
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Block matching algorithm for motion estimation based on Artificial Bee Colony (ABC)
Applied Soft Computing
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Recent advances in problem understanding: changes in the landscape a year on
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Bi-population CMA-ES agorithms with surrogate models and line searches
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Efficient training set use for blood pressure prediction in a large scale learning classifier system
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Evolution by adapting surrogates
Evolutionary Computation
A novel evolutionary algorithm inspired by the states of matter for template matching
Expert Systems with Applications: An International Journal
Block-matching algorithm based on harmony search optimization for motion estimation
Applied Intelligence
Enhancing intill sampling criteria for surrogate-based constrained optimization
Journal of Computational Methods in Sciences and Engineering - Special issue on Advances in Simulation-Driven Optimization and Modeling
Hybrid Estimation of Distribution Algorithm for the Quay Crane Scheduling Problem
Applied Soft Computing
International Journal of Metaheuristics
An efficient multi-objective evolutionary fuzzy system for regression problems
International Journal of Approximate Reasoning
Causally-guided evolutionary optimization and its application to antenna array design
Integrated Computer-Aided Engineering
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Evolutionary algorithms (EAs) have received increasing interests both in the academy and industry. One main difficulty in applying EAs to real-world applications is that EAs usually need a large number of fitness evaluations before a satisfying result can be obtained. However, fitness evaluations are not always straightforward in many real-world applications. Either an explicit fitness function does not exist, or the evaluation of the fitness is computationally very expensive. In both cases, it is necessary to estimate the fitness function by constructing an approximate model. In this paper, a comprehensive survey of the research on fitness approximation in evolutionary computation is presented. Main issues like approximation levels, approximate model management schemes, model construction techniques are reviewed. To conclude, open questions and interesting issues in the field are discussed.