Tournament selection for browsing temporal signals
SAC '00 Proceedings of the 2000 ACM symposium on Applied computing - Volume 2
Journal of Global Optimization
A comprehensive survey of fitness approximation in evolutionary computation
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Interactive Particle Swarm Optimization
ISDA '05 Proceedings of the 5th International Conference on Intelligent Systems Design and Applications
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series)
Opposition-Based Learning: A New Scheme for Machine Intelligence
CIMCA '05 Proceedings of the International Conference on Computational Intelligence for Modelling, Control and Automation and International Conference on Intelligent Agents, Web Technologies and Internet Commerce Vol-1 (CIMCA-IAWTIC'06) - Volume 01
Interactive evolution for cochlear implants fitting
Genetic Programming and Evolvable Machines
Opposition versus randomness in soft computing techniques
Applied Soft Computing
Influence of fitness quantization noise on the performance of interactive PSO
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Opposition-based learning in compact differential evolution
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
Accelerating Evolutionary Computation with Elite Obtained in Projected One-Dimensional Spaces
ICGEC '11 Proceedings of the 2011 Fifth International Conference on Genetic and Evolutionary Computing
INCOS '11 Proceedings of the 2011 Third International Conference on Intelligent Networking and Collaborative Systems
Soft Computing - A Fusion of Foundations, Methodologies and Applications - Special Issue on scalability of evolutionary algorithms and other metaheuristics for large-scale continuous optimization problems
Interactive Evolutionary Computation-Based Hearing Aid Fitting
IEEE Transactions on Evolutionary Computation
Opposition-Based Differential Evolution
IEEE Transactions on Evolutionary Computation
Opposition-based learning in the shuffled differential evolution algorithm
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Interactive evolutionary computation for analyzing human awareness mechanisms
Applied Computational Intelligence and Soft Computing - Special issue on Awareness Science and Engineering
Comparative Study on Fitness Landscape Approximation with Fourier Transform
ICGEC '12 Proceedings of the 2012 Sixth International Conference on Genetic and Evolutionary Computing
Chaotic Evolution: fusion of chaotic ergodicity and evolutionary iteration for optimization
Natural Computing: an international journal
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We propose a triple comparison and a quadruple comparison-based mechanism for enhancing differential evolution (DE), especially for interactive DE (IDE) where the method can be used to reduce IDE user fatigue. Besides the target vector and trial vector from normal DE, opposition vectors generated by opposition-based learning are used to determine offspring, and the best vector from among these three or four vectors becomes offspring for the next generation. We evaluate the proposed methods by comparing them with conventional IDE and conventional opposition-based IDE using a simulated IDE modeled using a four dimensional Gaussian mixture model. We also evaluate them in DE using 24 benchmark functions. The experiments show that our proposed methods can enhance IDE and DE search efficiently according to several evaluation indices. These include the converged fitness values after the same number of generations, converged fitness values after the same number of fitness calculations, fitness calculation cost, convergence success rates and acceleration rates.