Genetic algorithms with sharing for multimodal function optimization
Proceedings of the Second International Conference on Genetic Algorithms on Genetic algorithms and their application
Genetic Algorithms for Tracking Changing Environments
Proceedings of the 5th International Conference on Genetic Algorithms
A Religion-Based Spatial Model for Evolutionary Algorithms
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
Applying Self-Organised Criticality to Evolutionary Algorithms
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
An analysis of the behavior of a class of genetic adaptive systems.
An analysis of the behavior of a class of genetic adaptive systems.
Forking genetic algorithms: Gas with search space division schemes
Evolutionary Computation
Parameter sweeps for exploring GP parameters
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Behavioural GP diversity for dynamic environments: an application in hedge fund investment
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Using diversity of errors for selecting members of a committee classifier
Pattern Recognition
A new adaptive genetic algorithm for fixed channel assignment
Information Sciences: an International Journal
A clustering entropy-driven approach for exploring and exploiting noisy functions
Proceedings of the 2007 ACM symposium on Applied computing
Rigorous analyses of simple diversity mechanisms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
The structure of local search diversity
Math'04 Proceedings of the 5th WSEAS International Conference on Applied Mathematics
A synergistic approach for evolutionary optimization
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Theoretical analysis of diversity mechanisms for global exploration
Proceedings of the 10th annual conference on Genetic and evolutionary computation
A Compass to Guide Genetic Algorithms
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
Comparison of simple diversity mechanisms on plateau functions
Theoretical Computer Science
Mathematics and Computers in Simulation
Behavioural GP diversity for adaptive stock selection
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Optimal contraction theorem for exploration-exploitation tradeoff in search and optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Analysis of diversity-preserving mechanisms for global exploration*
Evolutionary Computation
Diversity enhanced particle swarm optimizer for global optimization of multimodal problems
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Effects of Diversity on Optimality in GA
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
To explore or to exploit: An entropy-driven approach for evolutionary algorithms
International Journal of Knowledge-based and Intelligent Engineering Systems
Computers and Operations Research
IEEE Transactions on Circuits and Systems II: Express Briefs
Search intensity versus search diversity: a false trade off?
Applied Intelligence
CAR'10 Proceedings of the 2nd international Asia conference on Informatics in control, automation and robotics - Volume 3
A two-stage algorithm in evolutionary product unit neural networks for classification
Expert Systems with Applications: An International Journal
Analysis of exploration and exploitation in evolutionary algorithms by ancestry trees
International Journal of Innovative Computing and Applications
Genetic Programming and Evolvable Machines
A dynamic Island-based genetic algorithms framework
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Why and how to measure exploration in behavioral space
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Adaptive evolutionary algorithm based on population dynamics for dynamic environments
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A robust memetic algorithm with self-stopping capabilities
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Population diversity index: a new measure for population diversity
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Information Sciences: an International Journal
Self-Organization particle swarm optimization based on information feedback
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
A diversity-guided quantum-behaved particle swarm optimization algorithm
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Quantum-Behaved particle swarm optimization algorithm with controlled diversity
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Adaptive parameter selection of quantum-behaved particle swarm optimization on global level
ICIC'05 Proceedings of the 2005 international conference on Advances in Intelligent Computing - Volume Part I
Diversity and multimodal search with a hybrid two-population GA: an application to ANN development
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Diversity Guided Evolutionary Programming: A novel approach for continuous optimization
Applied Soft Computing
Darwinian rivers: evolving stream topographies to match hyporheic residence time distributions
Proceedings of the 14th annual conference on Genetic and evolutionary computation
A dynamic island model for adaptive operator selection
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Advances in Engineering Software
Diversity enhanced particle swarm optimization with neighborhood search
Information Sciences: an International Journal
Dynamic Fault-Tolerant three-dimensional cellular genetic algorithms
Journal of Parallel and Distributed Computing
Expert Systems with Applications: An International Journal
Evolutionary path generation for reduction of thermal variations in thermal spray coating
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Exploration and exploitation in evolutionary algorithms: A survey
ACM Computing Surveys (CSUR)
Diverse motion variations for physics-based character animation
Proceedings of the 12th ACM SIGGRAPH/Eurographics Symposium on Computer Animation
The Endocrine Control Evolutionary Algorithm: an extensible technique for optimization
Natural Computing: an international journal
An improved diversity-guided particle swarm optimisation for numerical optimisation
International Journal of Computing Science and Mathematics
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Population diversity is undoubtably a key issue in the performance of evolutionary algorithms. A common hypothesis is that high diversity is important to avoid premature convergence and to escape local optima. Various diversity measures have been used to analyze algorithms, but so far few algorithms have used a measure to guide the search.The diversity-guided evolutionary algorithm (DGEA) uses the well-known distance-to-average-point measure to alternate between phases of exploration (mutation) and phases of exploitation (recombination and selection). The DGEA showed remarkable results on a set of widely used benchmark problems, not only in terms of fitness, but more important: The DGEA saved a substantial amount of fitness evaluations compared to the simple EA, which is a critical factor in many real-world applications.