Simulated annealing and Boltzmann machines: a stochastic approach to combinatorial optimization and neural computing
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Uniform Crossover in Genetic Algorithms
Proceedings of the 3rd International Conference on Genetic Algorithms
Proceedings of the 5th International Conference on Genetic Algorithms
Generalized Convergence Models for Tournament- and (mu, lambda)-Selection
Proceedings of the 6th International Conference on Genetic Algorithms
Epistasis in Genetic Algorithms: An Experimental Design Perspective
Proceedings of the 6th International Conference on Genetic Algorithms
Estimating the Heritability by Decomposing the Genetic Variance
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
Convergence Models of Genetic Algorithm Selection Schemes
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
From Recombination of Genes to the Estimation of Distributions I. Binary Parameters
PPSN IV Proceedings of the 4th International Conference on Parallel Problem Solving from Nature
Aspects of Optimality Behavior in Population Genetics Theory
Evolution and Biocomputation, Computational Models of Evolution
Fuzzy Recombination for the Breeder Genetic Algorithm
Proceedings of the 6th International Conference on Genetic Algorithms
On the Mean Convergence Time of Evolutionary Algorithms without Selection and Mutation
PPSN III Proceedings of the International Conference on Evolutionary Computation. The Third Conference on Parallel Problem Solving from Nature: Parallel Problem Solving from Nature
An overview of evolutionary algorithms for parameter optimization
Evolutionary Computation
Predictive models for the breeder genetic algorithm i. continuous parameter optimization
Evolutionary Computation
The science of breeding and its application to the breeder genetic algorithm (bga)
Evolutionary Computation
Simple genetic algorithms with linear fitness
Evolutionary Computation
A comparison of selection schemes used in evolutionary algorithms
Evolutionary Computation
A Survey of Optimization by Building and Using Probabilistic Models
Computational Optimization and Applications
On Appropriate Adaptation Levels for the Learning of Gene Linkage
Genetic Programming and Evolvable Machines
Schemata, Distributions and Graphical Models in Evolutionary Optimization
Journal of Heuristics
Evolutionary computation and Wright's equation
Theoretical Computer Science - Natural computing
Optimal Mutation Rate Using Bayesian Priors for Estimation of Distribution Algorithms
SAGA '01 Proceedings of the International Symposium on Stochastic Algorithms: Foundations and Applications
Selection and Reinforcement Learning for Combinatorial Optimization
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
A Factorized Distribution Algorithm Using Single Connected Bayesian Networks
PPSN VI Proceedings of the 6th International Conference on Parallel Problem Solving from Nature
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
From theory to practice: an evolutionary algorithm for the antenna placement problem
Advances in evolutionary computing
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems - New trends in probabilistic graphical models
Optimization in continuous domain by real-coded estimation of distribution algorithm
Design and application of hybrid intelligent systems
DE/EDA: a new evolutionary algorithm for global optimization
Information Sciences—Informatics and Computer Science: An International Journal
A model based on ant colony system and rough set theory to feature selection
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Applying price's equation to survival selection
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
A Genetic Model: Analysis and Application to MAXSAT
Evolutionary Computation
Linkage Problem, Distribution Estimation, and Bayesian Networks
Evolutionary Computation
Estimation of Distribution Algorithms with Kikuchi Approximations
Evolutionary Computation
Drift and Scaling in Estimation of Distribution Algorithms
Evolutionary Computation
Probabilistic modeling for continuous EDA with Boltzmann selection and Kullback-Leibeler divergence
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Strong recombination, weak selection, and mutation
Proceedings of the 8th annual conference on Genetic and evolutionary computation
Initial approaches to the application of islands-based parallel EDAs in continuous domains
Journal of Parallel and Distributed Computing - Special issue on parallel bioinspired algorithms
A step forward in studying the compact genetic algorithm
Evolutionary Computation
Initial breeding value prediction on Manchego sheep by using rule-based systems
Expert Systems with Applications: An International Journal
An evolutionary machine learning: An adaptability perspective at fine granularity
International Journal of Knowledge-based and Intelligent Engineering Systems
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Cross entropy and adaptive variance scaling in continuous EDA
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Variance reduction in meta-EDA
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Fda -a scalable evolutionary algorithm for the optimization of additively decomposed functions
Evolutionary Computation
Linkage identification by non-monotonicity detection for overlapping functions
Evolutionary Computation
Wrapper discretization by means of estimation of distribution algorithms
Intelligent Data Analysis
Proceedings of the 10th annual conference on Genetic and evolutionary computation
Designing EDAs by using the elitist convergent EDA concept and the boltzmann distribution
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
Full-Space LDA With Evolutionary Selection for Face Recognition
Computational Intelligence and Security
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
Expert Systems with Applications: An International Journal
Triangulation of Bayesian networks with recursive estimation of distribution algorithms
International Journal of Approximate Reasoning
International Journal of Approximate Reasoning
Cooperative coevolution and univariate estimation of distribution algorithms
Proceedings of the tenth ACM SIGEVO workshop on Foundations of genetic algorithms
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
Evaluating the cell broadband engine as a platform to run estimation of distribution algorithms
Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference: Late Breaking Papers
Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing
Learning to play using low-complexity rule-based policies: illustrations through Ms. Pac-Man
Journal of Artificial Intelligence Research
Learning Bayesian network equivalence classes with Ant Colony optimization
Journal of Artificial Intelligence Research
Searching for alignments in SMT. A novel approach based on an estimation of distribution algorithm
StatMT '06 Proceedings of the Workshop on Statistical Machine Translation
Exploiting association and correlation rules parameters for learning Bayesian networks
Intelligent Data Analysis
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
An evaluation of differential evolution in software test data generation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Using Copulas in Estimation of Distribution Algorithms
MICAI '09 Proceedings of the 8th Mexican International Conference on Artificial 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
On multivariate genetic systems
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Quantum-inspired evolutionary algorithm: a multimodel EDA
IEEE Transactions on Evolutionary Computation - Special issue on evolutionary algorithms based on probabilistic models
Reinforcement learning estimation of distribution algorithm
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Collaborative filtering using interval estimation naïve Bayes
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
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
Node level crossover applied to neural network evolution
IWANN'03 Proceedings of the Artificial and natural neural networks 7th international conference on Computational methods in neural modeling - Volume 1
A comparison of different circuit representations for evolutionary analog circuit design
ICES'03 Proceedings of the 5th international conference on Evolvable systems: from biology to hardware
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
A self-learning optimization technique for topology design of computer networks
Evo'08 Proceedings of the 2008 conference on Applications of evolutionary computing
Evolutionary object detection by means of Naïve Bayes models estimation
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
A framework for estimation of distribution algorithms based on maximum entropy
ICNC'09 Proceedings of the 5th international conference on Natural computation
Expert Systems with Applications: An International Journal
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
D-vine EDA: a new estimation of distribution algorithm based on regular vines
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Porting Estimation of Distribution Algorithms to the Cell Broadband Engine
Parallel Computing
Estimation of distribution algorithm for permutation flow shops with total flowtime minimization
Computers and Industrial Engineering
Information Sciences: an International Journal
Using ACO and rough set theory to feature selection
EC'05 Proceedings of the 6th WSEAS international conference on Evolutionary computing
Quantum-inspired evolutionary algorithms: a survey and empirical study
Journal of Heuristics
On the optimal convergence probability of univariate estimation of distribution algorithms
Evolutionary Computation
Dependence trees with copula selection for continuous estimation of distribution algorithms
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Noise, fitness distribution, and selection intensity in genetic algorithms
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Combinatorial optimization by learning and simulation of Bayesian networks
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Global feature subset selection on high-dimensional datasets using re-ranking-based EDAs
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Estimation of distribution algorithms with mutation
EvoCOP'05 Proceedings of the 5th European conference on Evolutionary Computation in Combinatorial Optimization
Sparse and silent coding in neural circuits
Neurocomputing
Obtaining biclusters in microarrays with population-based heuristics
EuroGP'06 Proceedings of the 2006 international conference on Applications of Evolutionary Computing
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
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
A memory efficient and continuous-valued compact EDA for large scale problems
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Single-player Monte-Carlo tree search for SameGame
Knowledge-Based Systems
MICAI'12 Proceedings of the 11th Mexican international conference on Advances in Artificial Intelligence - Volume Part I
Goldenberry: EDA visual programming in orange
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A survey on optimization metaheuristics
Information Sciences: an International Journal
A new measure for gene expression biclustering based on non-parametric correlation
Computer Methods and Programs in Biomedicine
Information Sciences: an International Journal
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The Breeder Genetic Algorithm (BGA) was designed according to the theories and methods used in the science of livestock breeding. The prediction of a breeding experiment is based on the response to selection (RS) equation. This equation relates the change in a population's fitness to the standard deviation of its fitness, as well as to the parameters selection intensity and realized heritability. In this paper the exact RS equation is derived for proportionate selection given an infinite population in linkage equilibrium. In linkage equilibrium the genotype frequencies are the product of the univariate marginal frequencies. The equation contains Fisher's fundamental theorem of natural selection as an approximation. The theorem shows that the response is approximately equal to the quotient of a quantity called additive genetic variance, VA, and the average fitness. We compare Mendelian two-parent recombination with gene-pool recombination, which belongs to a special class of genetic algorithms that we call univariate marginal distribution (UMD) algorithms. UMD algorithms keep the genotypes in linkage equilibrium. For UMD algorithms, an exact RS equation is proven that can be used for long-term prediction. Empirical and theoretical evidence is provided that indicates that Mendelian two-parent recombination is also mainly exploiting the additive genetic variance. We compute an exact RS equation for binary tournament selection. It shows that the two classical methods for estimating realized heritability---the regression heritability and the heritability in the narrow sense---may give poor estimates. Furthermore, realized heritability for binary tournament selection can be very different from that of proportionate selection. The paper ends with a short survey about methods that extend standard genetic algorithms and UMD algorithms by detecting interacting variables in nonlinear fitness functions and using this information to sample new points.