The design and analysis of a computational model of cooperative coevolution
The design and analysis of a computational model of cooperative coevolution
Evolutionary Optimization
Journal of Global Optimization
A Cooperative Coevolutionary Approach to Function Optimization
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
DE/EDA: a new evolutionary algorithm for global optimization
Information Sciences—Informatics and Computer Science: An International Journal
Cooperative Multi-Agent Learning: The State of the Art
Autonomous Agents and Multi-Agent Systems
Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents
Evolutionary Computation
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Cooperative co-evolutionary differential evolution for function optimization
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
A Low-Cost Pedestrian-Detection System With a Single Optical Camera
IEEE Transactions on Intelligent Transportation Systems
System design by constraint adaptation and differential evolution
IEEE Transactions on Evolutionary Computation
Evolutionary programming made faster
IEEE Transactions on Evolutionary Computation
Evolutionary programming using mutations based on the Levy probability distribution
IEEE Transactions on Evolutionary Computation
A Cooperative approach to particle swarm optimization
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Evolutionary Computation
Biasing Coevolutionary Search for Optimal Multiagent Behaviors
IEEE Transactions on Evolutionary Computation
COVNET: a cooperative coevolutionary model for evolving artificial neural networks
IEEE Transactions on Neural Networks
Editorial: Special Issue on "Nature Inspired Problem-Solving"
Information Sciences: an International Journal
Task Decomposition for Optimization Problem Solving
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Image based reconstruction using hybrid optimization of simulated annealing and genetic algorithm
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Binary encoding for prototype tree of probabilistic model building GP
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Information Sciences: an International Journal
Differential evolution algorithm with strategy adaptation for global numerical optimization
IEEE Transactions on Evolutionary Computation
Differential evolution using a neighborhood-based mutation operator
IEEE Transactions on Evolutionary Computation
An adaptive coevolutionary differential evolution algorithm for large-scale optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A cooperative coevolutionary algorithm with correlation based adaptive variable partitioning
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
Multi-start JADE with knowledge transfer for numerical optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Recent advances in differential evolution: a survey and experimental analysis
Artificial Intelligence Review
JADE: adaptive differential evolution with optional external archive
IEEE Transactions on Evolutionary Computation
Information Sciences: an International Journal
An analysis of the equilibrium of migration models for biogeography-based optimization
Information Sciences: an International Journal
Information Sciences: an International Journal
Large-scale global optimization using cooperative coevolution with variable interaction learning
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
Population-based algorithm portfolios for numerical optimization
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
Two algorithmic enhancements for the parallel differential evolution
International Journal of Innovative Computing and Applications
A cooperative coevolutionary algorithm for the composite SaaS placement problem in the cloud
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Paired-bacteria optimiser - A simple and fast algorithm
Information Processing Letters
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Enhancing particle swarm optimization using generalized opposition-based learning
Information Sciences: an International Journal
Self-adaptive learning based particle swarm optimization
Information Sciences: an International Journal
Cooperative co-evolutionary optimization of software project staff assignments and job scheduling
SSBSE'11 Proceedings of the Third international conference on Search based software engineering
Adaptive strategy selection in differential evolution for numerical optimization: An empirical study
Information Sciences: an International Journal
Enhancing the search ability of differential evolution through orthogonal crossover
Information Sciences: an International Journal
A cooperative particle swarm optimizer with statistical variable interdependence learning
Information Sciences: an International Journal
Enhancing the scalability of metaheuristics by cooperative coevolution
LSSC'09 Proceedings of the 7th international conference on Large-Scale Scientific Computing
The differential ant-stigmergy algorithm
Information Sciences: an International Journal
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Natural vs. unnatural decomposition in cooperative coevolution
ICIC'11 Proceedings of the 7th international conference on Advanced Intelligent Computing Theories and Applications: with aspects of artificial intelligence
Improving differential evolution algorithm by synergizing different improvement mechanisms
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
An approach for estimating separability and its application on high dimensional optimization
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Information Sciences: an International Journal
Unpacking and understanding evolutionary algorithms
WCCI'12 Proceedings of the 2012 World Congress conference on Advances in Computational Intelligence
Parallel cooperative micro-particle swarm optimization: A master-slave model
Applied Soft Computing
Environmental framework to visualize emergent artificial forest ecosystems
Information Sciences: an International Journal
Diversity enhanced particle swarm optimization with neighborhood search
Information Sciences: an International Journal
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
Community detection using cooperative co-evolutionary differential evolution
PPSN'12 Proceedings of the 12th international conference on Parallel Problem Solving from Nature - Volume Part II
A co-evolutionary multi-objective optimization algorithm based on direction vectors
Information Sciences: an International Journal
Local search in parallel linear genetic programming for multiclass classification
AI'12 Proceedings of the 25th Australasian joint conference on Advances in Artificial Intelligence
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
Co-Evolutionary Algorithms Based on Mixed Strategy
Journal of Information Technology Research
Neighborhood search based artificial bee colony algorithm for numerical function optimization
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
An introduction to yoyo blind man algorithm (YOYO-BMA)
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
A true finite-state baseline for tartarus
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Towards large scale continuous EDA: a random matrix theory perspective
Proceedings of the 15th annual conference on Genetic and evolutionary computation
International Journal of Computer Applications in Technology
On the performance comparison of multi-objective evolutionary UAV path planners
Information Sciences: an International Journal
Securing high resolution grayscale facial captures using a blockwise coevolutionary GA
Expert Systems with Applications: An International Journal
An analysis of the migration rates for biogeography-based optimization
Information Sciences: an International Journal
Adaptive cooperative particle swarm optimizer
Applied Intelligence
Repairing the crossover rate in adaptive differential evolution
Applied Soft Computing
A review of concurrent optimisation methods
International Journal of Bio-Inspired Computation
Hi-index | 0.07 |
Evolutionary algorithms (EAs) have been applied with success to many numerical and combinatorial optimization problems in recent years. However, they often lose their effectiveness and advantages when applied to large and complex problems, e.g., those with high dimensions. Although cooperative coevolution has been proposed as a promising framework for tackling high-dimensional optimization problems, only limited studies were reported by decomposing a high-dimensional problem into single variables (dimensions). Such methods of decomposition often failed to solve nonseparable problems, for which tight interactions exist among different decision variables. In this paper, we propose a new cooperative coevolution framework that is capable of optimizing large scale nonseparable problems. A random grouping scheme and adaptive weighting are introduced in problem decomposition and coevolution. Instead of conventional evolutionary algorithms, a novel differential evolution algorithm is adopted. Theoretical analysis is presented in this paper to show why and how the new framework can be effective for optimizing large nonseparable problems. Extensive computational studies are also carried out to evaluate the performance of newly proposed algorithm on a large number of benchmark functions with up to 1000 dimensions. The results show clearly that our framework and algorithm are effective as well as efficient for large scale evolutionary optimisation problems. We are unaware of any other evolutionary algorithms that can optimize 1000-dimension nonseparable problems as effectively and efficiently as we have done.