Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
An Investigation of Niche and Species Formation in Genetic Function Optimization
Proceedings of the 3rd International Conference on Genetic Algorithms
A Markov Chain Analysis on A Genetic Algorithm
Proceedings of the 5th International Conference on Genetic Algorithms
Genetic Algorithms for Multiobjective Optimization: FormulationDiscussion and Generalization
Proceedings of the 5th International Conference on Genetic Algorithms
Selective Breeding in a Multiobjective Genetic Algorithm
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
A Decoder-Based Evolutionary Algorithm for Constrained Parameter Optimization Problems
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
Multiobjective Optimization Using Evolutionary Algorithms - A Comparative Case Study
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
A Spatial Predator-Prey Approach to Multi-objective Optimization: A Preliminary Study
PPSN V Proceedings of the 5th International Conference on Parallel Problem Solving from Nature
A Variant of Evolution Strategies for Vector Optimization
PPSN I Proceedings of the 1st Workshop on Parallel Problem Solving from Nature
On the Performance Assessment and Comparison of Stochastic Multiobjective Optimizers
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
Some experiments in machine learning using vector evaluated genetic algorithms (artificial intelligence, optimization, adaptation, pattern recognition)
Muiltiobjective optimization using nondominated sorting in genetic algorithms
Evolutionary Computation
An overview of evolutionary algorithms in multiobjective optimization
Evolutionary Computation
Evolutionary Algorithms for Multi-Objective Optimization: Performance Assessments and Comparisons
Artificial Intelligence Review
A Tabu-Based Exploratory Evolutionary Algorithmfor Multiobjective Optimization
Artificial Intelligence Review
Evolutionary approaches to the design and organization of manufacturing systems
Computers and Industrial Engineering
A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimisation: NSGA-II
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Generalised Regression GA for Handling Inseparable Function Interaction: Algorithm and Applications
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
A Cluster-Based Evolutionary Algorithm for Multi-objective Optimization
Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications
Controlled Elitist Non-dominated Sorting Genetic Algorithms for Better Convergence
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Constrained Test Problems for Multi-objective Evolutionary Optimization
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
A Micro-Genetic Algorithm for Multiobjective Optimization
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Multi-objective Flow-Shop: Preliminary Results
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Tabu-Based Exploratory Evolutionary Algorithm for Effective Multi-objective Optimization
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Multiobjective Optimization of Mixed Variable Design Problems
EMO '01 Proceedings of the First International Conference on Evolutionary Multi-Criterion Optimization
Efficiency speed-up strategies for evolutionary computation: fundamentals and fast-GAs
Applied Mathematics and Computation
Multi-objective evolutionary algorithms: introducing bias among Pareto-optimal solutions
Advances in evolutionary computing
Genetic diversity as an objective in multi-objective evolutionary algorithms
Evolutionary Computation
Solving Multiobjective Optimization Problems Using an Artificial Immune System
Genetic Programming and Evolvable Machines
An effective use of crowding distance in multiobjective particle swarm optimization
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Exploiting gradient information in numerical multi--objective evolutionary optimization
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A language-independent software renovation framework
Journal of Systems and Software - Special issue: Software reverse engineering
Multiobjective Evolutionary Algorithms: Analyzing the State-of-the-Art
Evolutionary Computation
Comparison of Multiobjective Evolutionary Algorithms: Empirical Results
Evolutionary Computation
Combining gradient techniques for numerical multi-objective evolutionary optimization
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Rotated test problems for assessing the performance of multi-objective optimization algorithms
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Multi-objective test problems, linkages, and evolutionary methodologies
Proceedings of the 8th annual conference on Genetic and evolutionary computation
A genetic algorithm for a bi-objective capacitated arc routing problem
Computers and Operations Research
Computers in Industry - Special issue: E-maintenance
A multi-objective scatter search for a mixed-model assembly line sequencing problem
Advanced Engineering Informatics
SSPMO: A Scatter Tabu Search Procedure for Non-Linear Multiobjective Optimization
INFORMS Journal on Computing
Adaptive genetic algorithms applied to dynamic multiobjective problems
Applied Soft Computing
Covariance Matrix Adaptation for Multi-objective Optimization
Evolutionary Computation
Engineering Applications of Artificial Intelligence
Adaptive variance scaling in continuous multi-objective estimation-of-distribution algorithms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Two-level of nondominated solutions approach to multiobjective particle swarm optimization
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Automated red teaming: a proposed framework for military application
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Cluster based solution exploration strategy for multiobjective particle swarm optimization
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Computers and Industrial Engineering
Evolutionary Computation
Using traceless genetic programming for solving multi-objective optimization problems
Journal of Experimental & Theoretical Artificial Intelligence
Multiobjective immune algorithm with nondominated neighbor-based selection
Evolutionary Computation
Computational Intelligence and Security
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
Applying a New Grid-Based Elitist-Reserving Strategy to EMO Archive Algorithms
FAW '08 Proceedings of the 2nd annual international workshop on Frontiers in Algorithmics
Not all classes are created equal: toward a recommendation system for focusing testing
Proceedings of the 2008 international workshop on Recommendation systems for software engineering
Performance assessment of multicriteria damage identification genetic algorithms
Computers and Structures
Information Sciences: an International Journal
Introduction to Evolutionary Multiobjective Optimization
Multiobjective Optimization
Combine LHS with MOEA to Optimize Complex Pareto Set MOPs
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Parallel multi-objective evolutionary algorithms on graphics processing units
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
WBMOAIS: A novel artificial immune system for multiobjective optimization
Computers and Operations Research
A novel heuristic for multi-objective optimization of analog circuit performances
Analog Integrated Circuits and Signal Processing
A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization
IEEE Transactions on Evolutionary Computation - Special issue on computational finance and economics
Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
IEEE Transactions on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
LoCost: a spatial social network algorithm for multi-objective optimisation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A clustering multi-objective evolutionary algorithm based on orthogonal and uniform design
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multiobjective Constriction Particle Swarm Optimization and Its Performance Evaluation
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
A parallel genetic algorithm in multi-objective optimization
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Application notes: MEBRA: multiobjective evolutionary-based risk assessment
IEEE Computational Intelligence Magazine
An evaluative non-dominate sorting genetic algorithm for numerical multi-objective optimization
MS '08 Proceedings of the 19th IASTED International Conference on Modelling and Simulation
Strength pareto particle swarm optimization and hybrid ea-pso for multi-objective optimization
Evolutionary Computation
A specialized island model and its application in multiobjective optimization
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Evolutionary multimodal optimization revisited
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Multi-level multi-objective genetic algorithm using entropy to preserve diversity
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
The micro genetic algorithm 2: towards online adaptation in evolutionary multiobjective optimization
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
MOPED: a multi-objective parzen-based estimation of distribution algorithm for continuous problems
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Instance generators and test suites for the multiobjective quadratic assignment problem
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Dynamic multiobjective optimization problems: test cases, approximation, and applications
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
No free lunch and free leftovers theorems for multiobjective optimisation problems
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Multiobjective capacitated arc routing problem
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
Experimental genetic operators analysis for the multi-objective permutation flowshop
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
A real-world test problem for EMO algorithms
EMO'03 Proceedings of the 2nd international conference on Evolutionary multi-criterion optimization
EMOPSO: a multi-objective particle swarm optimizer with emphasis on efficiency
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Test problems based on Lamé superspheres
EMO'07 Proceedings of the 4th international conference on Evolutionary multi-criterion optimization
Negative correlation learning and the ambiguity family of ensemble methods
MCS'03 Proceedings of the 4th international conference on Multiple classifier systems
The construction of dynamic multi-objective optimization test functions
ISICA'07 Proceedings of the 2nd international conference on Advances in computation and intelligence
A heuristic-based framework to solve a complex aircraft sizing problem
Engineering Applications of Artificial Intelligence
A favorable weight-based evolutionary algorithm for multiple criteria problems
IEEE Transactions on Evolutionary Computation
Expensive multiobjective optimization by MOEA/D with Gaussian process model
IEEE Transactions on Evolutionary Computation
Differential evolution for multi-objective optimization with self adaptation
INES'10 Proceedings of the 14th international conference on Intelligent engineering systems
Simultaneous concept-based evolutionary multi-objective optimization
Applied Soft Computing
Coupling of immune algorithms and game theory in multiobjective optimization
ICAISC'10 Proceedings of the 10th international conference on Artifical intelligence and soft computing: Part II
PSFGA: a parallel genetic algorithm for multiobjective optimization
EUROMICRO-PDP'02 Proceedings of the 10th Euromicro conference on Parallel, distributed and network-based processing
IEEE Transactions on Evolutionary Computation
Optimization of an established multi-objective delivering problem by an improved hybrid algorithm
Expert Systems with Applications: An International Journal
An integrated MOGA approach to determine the Pareto-optimal kanban number and size for a JIT system
Expert Systems with Applications: An International Journal
Performance of lognormal probability distribution in crossover operator of NSGA-II algorithm
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Applying multi-objective evolutionary algorithms to QoS-aware web service composition
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Improving the efficiency of -dominance based grids
Information Sciences: an International Journal
SDMOGA: a new multi-objective genetic algorithm based on objective space divided
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Framework for many-objective test problems with both simple and complicated pareto-set shapes
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Multi-objective phylogenetic algorithm: solving multi-objective decomposable deceptive problems
EMO'11 Proceedings of the 6th international conference on Evolutionary multi-criterion optimization
Winter Simulation Conference
MO-TRIBES, an adaptive multiobjective particle swarm optimization algorithm
Computational Optimization and Applications
Abandoning objectives: Evolution through the search for novelty alone
Evolutionary Computation
Interactive MOEA/D for multi-objective decision making
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Efficient Optimization of Reliable Two-Node Connected Networks: A Biobjective Approach
INFORMS Journal on Computing
A multi-objective binary harmony search algorithm
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
Review: Measuring instance difficulty for combinatorial optimization problems
Computers and Operations Research
A multi-objective endocrine PSO algorithm and application
Applied Soft Computing
Solving multiobjective problems using cat swarm optimization
Expert Systems with Applications: An International Journal
Finding Efficient Solutions by Free Disposal Outer Approximation
SIAM Journal on Optimization
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Intelligent particle swarm optimization in multi-objective problems
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Multi-objective optimization using co-evolutionary multi-agent system with host-parasite mechanism
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
Decision support for diffuse pollution management
Environmental Modelling & Software
Multi-objective probability collectives
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Comparison of multi-objective optimization methodologies for engineering applications
Computers & Mathematics with Applications
Initial population construction for convergence improvement of MOEAs
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
A scalable multi-objective test problem toolkit
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
The value of online adaptive search: a performance comparison of NSGAII, ε-NSGAII and εMOEA
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Improving multiobjective evolutionary algorithm by adaptive fitness and space division
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
Multiobjective optimization by a modified artificial immune system algorithm
ICARIS'05 Proceedings of the 4th international conference on Artificial Immune Systems
Expert Systems with Applications: An International Journal
Pareto-efficient hybridization for multi-objective recommender systems
Proceedings of the sixth ACM conference on Recommender systems
BSTBGA: A hybrid genetic algorithm for constrained multi-objective optimization problems
Computers and Operations Research
Multi-objective decision-making methodology to create an optimal design chain partner combination
Computers and Industrial Engineering
A local multiobjective optimization algorithm using neighborhood field
Structural and Multidisciplinary Optimization
The sample average approximation method for multi-objective stochastic optimization
Proceedings of the Winter Simulation Conference
Multi-objective COMPASS for discrete optimization via simulation
Proceedings of the Winter Simulation Conference
Facial Feature Tracking via Evolutionary Multiobjective Optimization
International Journal of Applied Evolutionary Computation
A preference multi-objective optimization based on adaptive rank clone and differential evolution
Natural Computing: an international journal
Analysis of key installation protection using computerized red teaming
ACSC '11 Proceedings of the Thirty-Fourth Australasian Computer Science Conference - Volume 113
Engineering Applications of Artificial Intelligence
Analog Integrated Circuits and Signal Processing
A multi-objective ant colony system algorithm for virtual machine placement in cloud computing
Journal of Computer and System Sciences
Benchmarks for dynamic multi-objective optimisation algorithms
ACM Computing Surveys (CSUR)
Zigzag Search for Continuous Multiobjective Optimization
INFORMS Journal on Computing
Synchronous and asynchronous Pareto-based multi-objective Artificial Bee Colony algorithms
Journal of Global Optimization
A multi-objective hyper-heuristic based on choice function
Expert Systems with Applications: An International Journal
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
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In this paper, we study the problem features that may cause a multi-objective genetic algorithm (GA) difficulty in converging to the true Pareto-optimal front. Identification of such features helps us develop difficult test problems for multi-objective optimization. Multi-objective test problems are constructed from single-objective optimization problems, thereby allowing known difficult features of single-objective problems (such as multi-modality, isolation, or deception) to be directly transferred to the corresponding multi-objective problem. In addition, test problems having features specific to multi-objective optimization are also constructed. More importantly, these difficult test problems will enable researchers to test their algorithms for specific aspects of multi-objective optimization.