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Technical Reports
Conferences
Journals
Books
Book Chapters
Presentations
2009
- Effects of a Deterministic Hill Climber on hBOA
Elizabeth Radetic, Martin Pelikan, and David E. Goldberg (2009)
Genetic and Evolutionary Computation Conference (GECCO-2009), EDA track
Download PDF - Intelligent Bias of Network Structures in the Hierarchical BOA
Mark Hauschild and Martin Pelikan (2009)
Genetic and Evolutionary Computation Conference (GECCO-2009), EDA track
Download PDF - Performance of Evolutionary Algorithms on NK Landscapes with Nearest Neighbor Interactions and Tunable Overlap
Martin Pelikan, Kumara Sastry, David E. Goldberg, Martin V. Butz, and Mark Hauschild (2009)
Genetic and Evolutionary Computation Conference (GECCO-2009), GA track
Download PDF - Analysis of Evolutionary Algorithms on the
One-Dimensional Spin Glass with Power-Law
Interactions
Martin Pelikan and Helmut G. Katzgraber (2009)
Genetic and Evolutionary Computation Conference (GECCO-2009), GA track
Download PDF - Initial-Population Bias in the Univariate
Estimation of Distribution Algorithm
Martin Pelikan and Kumara Sastry (2009)
Genetic and Evolutionary Computation Conference (GECCO-2009), EDA track
Download PDF
2008
- An Application of a Multivariate Estimation of Distribution Algorithm to Cancer Chemotherapy
Alexander Brownlee, Martin Pelikan, John McCall, and Andrei Petrovski (2008)
Genetic and Evolutionary Computation Conference (GECCO-2008), EDA track
Download PDF - Using Previous Models to Bias Structural Learning in the Hierarchical BOA
Mark Hauschild, Martin Pelikan, Kumara Sastry, and David E. Goldberg (2008)
Genetic and Evolutionary Computation Conference (GECCO-2008), EDA track
Download PDF - From Mating Pool Distributions
to Model Overfitting
Claudio F. Lima, Fernando G. Lobo, and Martin Pelikan (2008)
Genetic and Evolutionary Computation Conference (GECCO-2008), GA track
Download PDF - Efficiency Enhancement of Estimation of Distribution Algorithms
Martin Pelikan, David E. Goldberg, and Kumara Sastry (2008)
Optimization by Building and Using Probabilistic Models (OBUPM-2008) workshop at GECCO-2008
Download PDF - Analysis of Estimation of Distribution Algorithms and Genetic Algorithms on NK Landscapes
Martin Pelikan (2008)
Genetic and Evolutionary Computation Conference (GECCO-2008), GA track
Download PDF - Finding Ground States of Sherrington-Kirkpatrick Spin Glasses with Hierarchical BOA and Genetic Algorithms
Martin Pelikan, Helmut G. Katzgraber, and Sigismund Kobe (2008)
Genetic and Evolutionary Computation Conference (GECCO-2008), EDA track
Download PDF - iBOA: The Incremental Bayesian Optimization Algorithm
Martin Pelikan, Kumara Sastry, and David E. Goldberg (2008)
Genetic and Evolutionary Computation Conference (GECCO-2008), EDA track
Download PDF - Probabilistic Model-Building Genetic Algorithms
Martin Pelikan (2008)
Tutorial at the Genetic and Evolutionary Computation Conference (GECCO-2008)
Download PDF
2007
- Obtaining Ground States of Ising Spin Glasses via Optimizing Bonds Instead of Spins
Martin Pelikan and Alexander K. Hartmann (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), EDA track
Download PDF - Dependency Trees, Permutations, and Quadratic Assignment Problem
Martin Pelikan, Rajiv Kalapala, and Shigeyoshi Tsutsui (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), EDA track
Download PDF - Population Sizing for Entropy-based Model
Building in Genetic Algorithms
Tian-Li Yu, Kumara Sastry, David E. Goldberg, and Martin Pelikan (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), EDA track
Download PDF - Empirical Analysis of Ideal Crossover on Random Additively Decomposable Problems
Kumara Sastry, Martin Pelikan, and David E. Goldberg (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), GA track
Download PDF - Analyzing Probabilistic Models in Hierarchical BOA on Traps and Spin Glasses
Mark Hauschild, Martin Pelikan, Claudio F. Lima, and Kumara Sastry (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), EDA track
Download PDF - Hybrid Evolutionary Algorithms on Minimum
Vertex Cover for Random Graphs
Martin Pelikan, Rajiv Kalapala, and Alexander K. Hartmann (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), EDA track
Download PDF - Order or Not: Does Parallelization of Model
Building in hBOA Affect Its Scalability?
Martin Pelikan and James D. Laury, Jr. (2007)
Genetic and Evolutionary Computation Conference (GECCO-2007), EDA track
Download PDF
2006
- Performance of Evolutionary Algorithms on Random Decomposable Problems
Martin Pelikan, Kumara Sastry, Martin V. Butz, and David E. Goldberg (2006)
Download PDF - Hierarchical BOA, Cluster Exact Approximation, and Ising Spin Glasses
Martin Pelikan, Alexander K. Hartmann, and Kumara Sastry (2006)
Download PDF - The Bayesian Optimization Algorithm with Substructural Local Search
Claudio Lima, Martin Pelikan, Kumara Sastry, Martin Butz, David Goldberg, and Fernando Lobo (2006)
Optimization by Building and Using Probabilistic Models (OBUPM-2006)
Download PDF - Studying XCS/BOA Learning in Boolean
Functions: Structure Encoding and Random Boolean Functions
Martin V. Butz and Martin Pelikan (2006)
Genetic and Evolutionary Computation Conference (GECCO-2006), LCS and Other GBML track
Download PDF - Hierarchical BOA on Random Decomposable Problems
Martin Pelikan, Kumara Sastry, Martin V. Butz, and David E. Goldberg (2006)
Genetic and Evolutionary Computation Conference (GECCO-2006), EDA track
Download PDF - Sporadic Model Building for Efficiency Enhancement of Hierarchical BOA
Martin Pelikan, Kumara Sastry, and David E. Goldberg (2006)
Genetic and Evolutionary Computation Conference (GECCO-2006), EDA track
Download PDF - Tutorial on Probabilistic Model-Building Genetic Algorithms
Martin Pelikan (2006)
Tutorial at the Genetic and Evolutionary Computation Conference (GECCO-2006); this version is out of date (check for its later version at MEDAL Presentations Page)
Download PDF
2005
- Efficiency Enhancement for Estimation of Distribution Algorithms
Martin Pelikan (2005)
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