Detecting Symmetry in Grey Level Images: The Global Optimization Approach
International Journal of Computer Vision
A Survey of Optimization by Building and Using Probabilistic Models
Computational Optimization and Applications
Multiple Adaptive Agents for Tactical Driving
Applied Intelligence
Migration Policies, Selection Pressure, and Parallel Evolutionary Algorithms
Journal of Heuristics
Parallel Simulated Annealing Algorithms in Global Optimization
Journal of Global Optimization
Genetic Algorithm Based Heuristic Measure for Pattern Similarity in Kirlian Photographs
Proceedings of the EvoWorkshops on Applications of Evolutionary Computing
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Multiagent diffusion and distributed optimization
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Metaheuristics in combinatorial optimization: Overview and conceptual comparison
ACM Computing Surveys (CSUR)
Mapping the royal road and other hierarchical functions
Evolutionary Computation
Probabilistic source-level optimisation of embedded programs
LCTES '05 Proceedings of the 2005 ACM SIGPLAN/SIGBED conference on Languages, compilers, and tools for embedded systems
Extraction of informative genes from microarray data
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Population-based incremental learning with memory scheme for changing environments
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Using a Markov network model in a univariate EDA: an empirical cost-benefit analysis
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A comparison study between genetic algorithms and bayesian optimize algorithms by novel indices
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A comparison of evolutionary algorithms for system-level diagnosis
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Factorial representations to generate arbitrary search distributions
GECCO '05 Proceedings of the 7th annual workshop on Genetic and evolutionary computation
Time-series forecasting using flexible neural tree model
Information Sciences: an International Journal
Linkage Problem, Distribution Estimation, and Bayesian Networks
Evolutionary Computation
Population-Based Continuous Optimization, Probabilistic Modelling and Mean Shift
Evolutionary Computation
Drift and Scaling in Estimation of Distribution Algorithms
Evolutionary Computation
Convergence Time for the Linkage Learning Genetic Algorithm
Evolutionary Computation
Hyperspace Geography: Visualizing Fitness Landscapes beyond 4D
Artificial Life
Performance enhancement of evolutionary search for structural topology optimisation
Finite Elements in Analysis and Design
Probabilistic modeling for continuous EDA with Boltzmann selection and Kullback-Leibeler divergence
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Optimising cancer chemotherapy using an estimation of distribution algorithm and genetic algorithms
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Compact representations as a search strategy: compression EDAs
Theoretical Computer Science - Foundations of genetic algorithms
A step forward in studying the compact genetic algorithm
Evolutionary Computation
Side chain placement using estimation of distribution algorithms
Artificial Intelligence in Medicine
Adaptive estimated maximum-entropy distribution model
Information Sciences: an International Journal
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Analyzing probabilistic models in hierarchical BOA on traps and spin glasses
Proceedings of the 9th annual conference on Genetic and evolutionary computation
ECGA vs. BOA in discovering stock market trading experts
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Hybrid evolutionary algorithms on minimum vertex cover for random graphs
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Towards billion-bit optimization via a parallel estimation of distribution algorithm
Proceedings of the 9th annual conference on Genetic and evolutionary computation
An application of EDA and GA to dynamic pricing
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Characteristic determination for solid state devices with evolutionary computation: a case study
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Introducing assignment functions to Bayesian optimization algorithms
Information Sciences: an International Journal
Sporadic model building for efficiency enhancement of the hierarchical BOA
Genetic Programming and Evolvable Machines
A memetic algorithm for evolutionary prototype selection: A scaling up approach
Pattern Recognition
An information geometry perspective on estimation of distribution algorithms: boundary analysis
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
Risk prediction and risk factors identification from imbalanced data with RPMBGA+
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
On the effectiveness of distributions estimated by probabilistic model building
Proceedings of the 10th annual conference on Genetic and evolutionary computation
UMDAs for dynamic optimization problems
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Proceedings of the 10th annual conference on Genetic and evolutionary computation
iBOA: the incremental bayesian optimization algorithm
Proceedings of the 10th annual conference on Genetic and evolutionary computation
A self-organized criticality mutation operator for dynamic optimization problems
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Analysis of estimation of distribution algorithms and genetic algorithms on NK landscapes
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Model based human motion tracking using probability evolutionary algorithm
Pattern Recognition Letters
A diversity maintaining population-based incremental learning algorithm
Information Sciences: an International Journal
EDNA: Estimation of Dependency Networks Algorithm
IWINAC '07 Proceedings of the 2nd international work-conference on The Interplay Between Natural and Artificial Computation, Part I: Bio-inspired Modeling of Cognitive Tasks
Video Tracking Association Problem Using Estimation of Distribution Algorithms in Complex Scenes
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
MOBAIS: A Bayesian Artificial Immune System for Multi-Objective Optimization
ICARIS '08 Proceedings of the 7th international conference on Artificial Immune Systems
Enhancing Efficiency of Hierarchical BOA Via Distance-Based Model Restrictions
Proceedings of the 10th international conference on Parallel Problem Solving from Nature: PPSN X
A graphical model for evolutionary optimization
Evolutionary Computation
Genetic algorithms with memory-and elitism-based immigrants in dynamic environments
Evolutionary Computation
SEAL '08 Proceedings of the 7th International Conference on Simulated Evolution and Learning
International Journal of Approximate Reasoning
BAIS: A Bayesian Artificial Immune System for the effective handling of building blocks
Information Sciences: an International Journal
Cooperative coevolution and univariate estimation of distribution algorithms
Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms
A divide-and-conquer recursive approach for scaling up instance selection algorithms
Data Mining and Knowledge Discovery
On the Parallel Speed-Up of Estimation of Multivariate Normal Algorithm and Evolution Strategies
EvoWorkshops '09 Proceedings of the EvoWorkshops 2009 on Applications of Evolutionary Computing: EvoCOMNET, EvoENVIRONMENT, EvoFIN, EvoGAMES, EvoHOT, EvoIASP, EvoINTERACTION, EvoMUSART, EvoNUM, EvoSTOC, EvoTRANSLOG
Real options approach to evaluating genetic algorithms
Applied Soft Computing
SGMIT: using selfish gene theory to construct mutualinformation trees for optimization
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Estimation of distribution algorithm based on archimedean copulas
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Difficulty of linkage learning in estimation of distribution algorithms
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Intelligent bias of network structures in the hierarchical BOA
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Initial-population bias in the univariate estimation of distribution algorithm
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Why one must use reweighting in estimation of distribution algorithms
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Approximating the search distribution to the selection distribution in EDAs
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Convergence analysis of UMDAC with finite populations: a case study on flat landscapes
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Analysis of evolutionary algorithms on the one-dimensional spin glass with power-law interactions
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Black-box optimization benchmarking for noiseless function testbed using PSO_bounds
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Radio Network Design Using Population-Based Incremental Learning and Grid Computing with BOINC
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Evaluation of Different Metaheuristics Solving the RND Problem
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
A First Study on the Use of Coevolutionary Algorithms for Instance and Feature Selection
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
A design framework for metaheuristics
Artificial Intelligence Review
Machine learning in digital games: a survey
Artificial Intelligence Review
Learning Bayesian network equivalence classes with Ant Colony optimization
Journal of Artificial Intelligence Research
IEEE Transactions on Evolutionary Computation
Competitive Hopfield network combined with estimation of distribution for maximum diversity problems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on cybernetics and cognitive informatics
Constructing ensembles of classifiers by means of weighted instance selection
IEEE Transactions on Neural Networks
Exploiting association and correlation rules parameters for learning Bayesian networks
Intelligent Data Analysis
Hyper-learning for population-based incremental learning in dynamic environments
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Estimation of distribution algorithm based on copula theory
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multiobjective quantum-inspired evolutionary algorithm for fuzzy path planning of mobile robot
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Multi-objective combinatorial optimisation with coincidence algorithm
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Parallel BMDA with an aggregation of probability models
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
SGEGC: A Selfish Gene Theory Based Optimization Method by Exchanging Genetic Components
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
Novel Associative Memory Retrieving Strategies for Evolutionary Algorithms in Dynamic Environments
ISICA '09 Proceedings of the 4th International Symposium on Advances in Computation and Intelligence
A Novel Discrete Particle Swarm Optimization Based on Estimation of Distribution
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
Effects of learning rate on the performance of the population based incremental learning algorithm
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Performance enhancement of evolutionary search for structural topology optimisation
Finite Elements in Analysis and Design
Time-series forecasting using flexible neural tree model
Information Sciences: an International Journal
Benchmarking a wide spectrum of metaheuristic techniques for the radio network design problem
IEEE Transactions on Evolutionary Computation
Evolutionary multi-objective optimization in robot soccer system for education
IEEE Computational Intelligence Magazine
Using cluster computing to solve a real-world FAP problem
PDCN '08 Proceedings of the IASTED International Conference on Parallel and Distributed Computing and Networks
Expert Systems with Applications: An International Journal
Reinforcement learning estimation of distribution algorithm
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
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
Pruning neural networks with distribution estimation algorithms
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Tightness time for the linkage learning genetic algorithm
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Wise breeding GA via machine learning techniques for function optimization
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Binary rule encoding schemes: a study using the compact classifier system
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Genetic particle swarm optimization based on estimation of distribution
LSMS'07 Proceedings of the Life system modeling and simulation 2007 international conference on Bio-Inspired computational intelligence and applications
Using omnidirectional BTS and different evolutionary approaches to solve the RND Problem
EUROCAST'07 Proceedings of the 11th international conference on Computer aided systems theory
Expert Systems with Applications: An International Journal
SS vs PBIL to solve a real-world frequency assignment problem in GSM networks
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Real-time tabu search for video tracking association
CP'09 Proceedings of the 15th international conference on Principles and practice of constraint programming
Engineering Applications of Artificial Intelligence
Analysis of computational time of simple estimation of distribution algorithms
IEEE Transactions on Evolutionary Computation
Hybrid approaches and dimensionality reduction for portfolio selection with cardinality constraints
IEEE Computational Intelligence Magazine
Multivariate multi-model approach for globally multimodal problems
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A robust estimation of distribution algorithm for power electronic circuits design
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Network crossover performance on NK landscapes and deceptive problems
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Towards automated selection of estimation of distribution algorithms
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Grammar-based Genetic Programming: a survey
Genetic Programming and Evolvable Machines
Classification of mycobacterium tuberculosis in images of ZN-stained sputum smears
IEEE Transactions on Information Technology in Biomedicine
Performance of network crossover on NK landscapes and spin glasses
PPSN'10 Proceedings of the 11th international conference on Parallel problem solving from nature: Part II
A modified binary differential evolution algorithm
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
Artificial Intelligence in Medicine
Sensibility of linkage information and effectiveness of estimated distributions
Evolutionary Computation
SEAL'10 Proceedings of the 8th international conference on Simulated evolution and learning
Estimation of distribution algorithm for permutation flow shops with total flowtime minimization
Computers and Industrial Engineering
Computers and Industrial Engineering
Information Sciences: an International Journal
Distributed population based incremental learning
EC'05 Proceedings of the 6th WSEAS international conference on Evolutionary computing
Quantum-inspired evolutionary algorithms: a survey and empirical study
Journal of Heuristics
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Dependence trees with copula selection for continuous estimation of distribution algorithms
Proceedings of the 13th annual conference on Genetic and evolutionary computation
A preliminary study on EDAs for permutation problems based on marginal-based models
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Advanced neighborhoods and problem difficulty measures
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Hierarchical allelic pairwise independent functions
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Comparison-based complexity of multiobjective optimization
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Analysis of epistasis correlation on NK landscapes with nearest-neighbor interactions
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Memory-based CHC algorithms for the dynamic traveling salesman problem
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Structural difficulty in estimation of distribution genetic programming
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Estimation of distribution algorithms: from available implementations to potential developments
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
A framework for multi-model EDAs with model recombination
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part I
A population based incremental learning for delay constrained network coding resource minimization
EvoApplications'11 Proceedings of the 2011 international conference on Applications of evolutionary computation - Volume Part II
Euro-Par 2010 Proceedings of the 2010 conference on Parallel processing
A parallel evolving algorithm for flexible neural tree
Parallel Computing
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part I
Combinatorial optimization by learning and simulation of Bayesian networks
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Instance selection for class imbalanced problems by means of selecting instances more than once
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Diversity loss in general estimation of distribution algorithms
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Performance of evolutionary algorithms on random decomposable problems
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Implementation of a probabilistic model-building co-evolutionary algorithm
Artificial Life and Robotics
A hybrid estimation of distribution algorithm for CDMA cellular system design
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
An effective hybrid EDA-based algorithm for solving multidimensional knapsack problem
Expert Systems with Applications: An International Journal
Multi-objective hybrid evolutionary algorithms for radial basis function neural network design
Knowledge-Based Systems
Associative memory scheme for genetic algorithms in dynamic environments
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
Using datamining techniques to help metaheuristics: a short survey
HM'06 Proceedings of the Third international conference on Hybrid Metaheuristics
A study on the global convergence time complexity of estimation of distribution algorithms
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part I
EMO'05 Proceedings of the Third international conference on Evolutionary Multi-Criterion Optimization
Bayesian automatic programming
EuroGP'05 Proceedings of the 8th European conference on Genetic Programming
A new approach belonging to EDAs: quantum-inspired genetic algorithm with only one chromosome
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part III
Sub-structural niching in non-stationary environments
AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence
Neural network demand models and evolutionary optimisers for dynamic pricing
Knowledge-Based Systems
Compact genetic codes as a search strategy of evolutionary processes
FOGA'05 Proceedings of the 8th international conference on Foundations of Genetic Algorithms
Using previous models to bias structural learning in the hierarchical boa
Evolutionary Computation
Estimation of particle swarm distribution algorithms: Combining the benefits of PSO and EDAs
Information Sciences: an International Journal
Computers and Industrial Engineering
Incorporating knowledge in evolutionary prototype selection
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
A proposal of evolutionary prototype selection for class imbalance problems
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Using hyperheuristics under a GP framework for financial forecasting
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Hybrid population-based incremental learning using real codes
LION'05 Proceedings of the 5th international conference on Learning and Intelligent Optimization
Multi-dimensional information space view of wireless sensor networks with optimization applications
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part II
Computers and Operations Research
Feature subset selection by genetic algorithms and estimation of distribution algorithms
Artificial Intelligence in Medicine
Introducing intervention targeting into estimation of distribution algorithms
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Expert Systems with Applications: An International Journal
A Markovianity based optimisation algorithm
Genetic Programming and Evolvable Machines
Distance-based bias in model-directed optimization of additively decomposable problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Learning theories using estimation distribution algorithms and (reduced) bottom clauses
ILP'11 Proceedings of the 21st international conference on Inductive Logic Programming
Population-Based incremental with adaptive learning rate strategy
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part I
The Gestalt heuristic: emerging abstraction to improve combinatorial search
Natural Computing: an international journal
A review on probabilistic graphical models in evolutionary computation
Journal of Heuristics
Polygene-based evolution: a novel framework for evolutionary algorithms
Proceedings of the 21st ACM international conference on Information and knowledge management
Information Sciences: an International Journal
Swarm optimisation algorithms applied to large balanced communication networks
Journal of Network and Computer Applications
A novel classification learning framework based on estimation of distribution algorithms
International Journal of Computing Science and Mathematics
Speeding up model building for ECGA on CUDA platform
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Estimation of distribution algorithm based on hidden Markov models for combinatorial optimization
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
An extension of hill-climbing with learning applied to a symbolic regression of boolean functions
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Combinatorial optimization EDA using hidden Markov models
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A survey on optimization metaheuristics
Information Sciences: an International Journal
Securing high resolution grayscale facial captures using a blockwise coevolutionary GA
Expert Systems with Applications: An International Journal
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
A hybrid algorithm for constrained portfolio selection problems
Applied Intelligence
On the investigation of hyper-heuristics on a financial forecasting problem
Annals of Mathematics and Artificial Intelligence
Aircraft morphing wing design by using partial topology optimization
Structural and Multidisciplinary Optimization
Rapid blockwise multi-resolution clustering of facial images for intelligent watermarking
Machine Vision and Applications
Information Sciences: an International Journal
| Hi-index | 0.02 |
Genetic algorithms (GAs) are biologically motivated adaptive systems which have been used, with varying degrees of success, for function optimization. In this study, an abstraction of the basic genetic algorithm, the Equilibrium Genetic Algorithm (EGA), and the GA in turn, are reconsidered within the framework of competitive learning. This new perspective reveals a number of different possibilities for performance improvements. This paper explores population-based incremental learning (PBIL), a method of combining the mechanisms of a generational genetic algorithm with simple competitive learning. The combination of these two methods reveals a tool which is far simpler than a GA, and which out-performs a GA on large set of optimization problems in terms of both speed and accuracy. This paper presents an empirical analysis of where the proposed technique will outperform genetic algorithms, and describes a class of problems in which a genetic algorithm may be able to perform better. Extensions to this algorithm are discussed and analyzed. PBIL and extensions are compared with a standard GA on twelve problems, including standard numerical optimization functions, traditional GA test suite problems, and NP-Complete problems.