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2012
- MEDAL Report No. 2012007
Learn from the past: Improving model-directed optimization by transfer learning based on distance-based bias
Martin Pelikan and Mark W. Hauschild (2012)
Abstract
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Download PS - MEDAL Report No. 2012006
Influence of selection on structure learning in Markov network EDAs: An empirical study
Alexander E.I. Brownlee, John A. W. McCall, and Martin Pelikan (2012)
Abstract
Download PDF - MEDAL Report No. 2012005
Linkage learning using the maximum spanning tree of the dependency graph
B. Hoda Helmi, Martin Pelikan, and Adel Rahmani (2012)
Abstract
Download PDF - MEDAL Report No. 2012004
Transfer learning, soft distance-based bias, and the hierarchical BOA
Martin Pelikan, Mark W. Hauschild, and Pier Luca Lanzi (2012)
Abstract
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Download PS - MEDAL Report No. 2012003
Introduction to estimation of distribution algorithms
Martin Pelikan, Mark W. Hauschild, and Fernando G. Lobo (2012)
Abstract
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Download PS - MEDAL Report No. 2012002
Image segmentation using a genetic algorithm and hierarchical local search
Mark W. Hauschild, Sanjiv Bhatia and Martin Pelikan (2012)
Abstract
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Download PS - MEDAL Report No. 2012001
Distance-based bias in model-directed optimization of additively decomposable problems
Martin Pelikan and Mark W. Hauschild (2012)
Abstract
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2011
- MEDAL Report No. 2011005
ACO with Tabu Search on a GPU for Solving QAPs using Move-Cost Adjusted Thread Assignment
Shigeyoshi Tsutsui and Noriyuki Fujimoto (2011)
Abstract
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Download PS - MEDAL Report No. 2011004
An Introduction and Survey of Estimation of Distribution Algorithms
Mark Hauschild and Martin Pelikan (2011)
Abstract
Download PDF (revision 1) - MEDAL Report No. 2011003
Advanced Neighborhoods and Problem Difficulty Measures
Mark Hauschild and Martin Pelikan (2011)
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Download PS - MEDAL Report No. 2011002
Analysis of Epistasis Correlation on NK Landscapes with Nearest-Neighbor Interactions
Martin Pelikan (2011)
Abstract
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Download PS - MEDAL Report No. 2011001
Pairwise and Problem-Specific Distance Metrics in the Linkage Tree Genetic Algorithm
Martin Pelikan, Mark Hauschild, and Dirk Thierens (2011)
Abstract
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2010
- MEDAL Report No. 2010007
Genetic Algorithms
Martin Pelikan (2010)
Abstract
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Preprint of the paper accepted by the Encyclopedia of Operations Research and Management Science (EORMS) (Wiley). - MEDAL Report No. 2010006
Performance of Network Crossover on NK Landscapes and Spin Glasses
Mark W. Hauschild and Martin Pelikan (2010)
Abstract
Download PDF - MEDAL Report No. 2010005
Loopy Substructural Local Search for the Bayesian Optimization Algorithm
Claudio F. Lima, Martin Pelikan, Fernando G. Lobo, and David E. Goldberg (2010)
Abstract
Download PDF - MEDAL Report No. 2010004
Model Accuracy in the Bayesian Optimization Algorithm
Claudio F. Lima, Fernando G. Lobo, Martin Pelikan, and David E. Goldberg (2010)
Abstract
Download PDF - MEDAL Report No. 2010003
Network crossover performance on NK landscapes and deceptive problems
Mark W Hauschild and Martin Pelikan (2010)
Abstract
Download PDF - MEDAL Report No. 2010002
Spurious Dependencies and EDA Scalability
Elizabeth Radetic and Martin Pelikan (2010)
Abstract
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Download PS - MEDAL Report No. 2010001
NK Landscapes, Problem Difficulty, and Hybrid Evolutionary Algorithms
Martin Pelikan (2010)
Abstract
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2009
- MEDAL Report No. 2009005
Intelligent Bias of Network Structures in the Hierarchical BOA
Mark Hauschild and Martin Pelikan (2009)
Abstract
Download PDF - MEDAL Report No. 2009004
Analysis of Evolutionary Algorithms on the One-Dimensional Spin Glass with Power-Law Interactions
Martin Pelikan and Helmut G. Katzgraber (2009)
Abstract
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Also available at http://arxiv.org/abs/0901.4146 - MEDAL Report No. 2009003
Effects of a Deterministic Hill climber on hBOA
Elizabeth Radetic, Martin Pelikan, and David E. Goldberg (2009)
Abstract
Download PDF - MEDAL Report No. 2009002
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)
Abstract
Download PDF - MEDAL Report No. 2009001
Initial-Population Bias in the Univariate Estimation of Distribution Algorithm
Martin Pelikan and Kumara Sastry (2009)
Abstract
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2008
- MEDAL Report No. 2008008
Documentation of XCSF-Ellipsoids Java plus Visualization
Patrick O. Stalph and Martin V. Butz (2008)
Abstract
Download PDF - MEDAL Report No. 2008007
Enhancing Efficiency of Hierarchical BOA via Distance-Based Model Restrictions
Mark Hauschild, Martin Pelikan (2008)
Abstract
Download PDF - MEDAL Report No. 2008006
Parallel Ant Colony Optimization for the Quadratic Assignment Problems with Symmetric Multi Processing
Shigeyoshi Tsutsui (2008)
Abstract
Download PDF - MEDAL Report No. 2008005
An Application of a Multivariate Estimation of Distribution Algorithm to Cancer Chemotherapy
Alexander Brownlee, Martin Pelikan, John McCall, and Andrei Petrovski (2008)
Abstract
Download PDF - MEDAL Report No. 2008004
Finding Ground States of Sherrington-Kirkpatrick Spin Glasses with Hierarchical BOA and Genetic Algorithms
Martin Pelikan, Helmut G. Katzgraber, and Sigismund Kobe (2008)
Abstract
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Also available at http://arxiv.org/abs/0801.2997 - MEDAL Report No. 2008003
Using Previous Models to Bias Structural Learning in the Hierarchical BOA
Mark Hauschild, Martin Pelikan, Kumara Sastry, and David E. Goldberg (2008)
Abstract
Download PDF - MEDAL Report No. 2008002
iBOA: The Incremental Bayesian Optimization Algorithm
Martin Pelikan, Kumara Sastry, and David E. Goldberg (2008)
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Also available at http://arxiv.org/abs/0801.3113 - MEDAL Report No. 2008001
Analysis of Estimation of Distribution Algorithms and Genetic Algorithms on NK Landscapes
Martin Pelikan (2008)
Abstract
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Also available at http://arxiv.org/abs/0801.3111
2007
- MEDAL Report No. 2007009
Sporadic Model Building for Efficiency Enhancement of the Hierarchical BOA
Martin Pelikan, Kumara Sastry, and David E. Goldberg (2007)
Abstract
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Preprint of the paper accepted by the Genetic Programming and Evolvable Machines (GPEM) journal (Springer). DOI 10.1007/s10710-007-9052-8. - MEDAL Report No. 2007008
Documentation of XCSFJava 1.1 plus Visualization
Martin V. Butz (2007)
Abstract
Download PDF - MEDAL Report No. 2007007
cAS: The Cunning Ant System
Shigeyoshi Tsutsui and Martin Pelikan (2007)
Abstract
Download PDF - MEDAL Report No. 2007006
Cunning Ant System for Quadratic Assignment Problem with Local Search and Parallelization
Shigeyoshi Tsutsui (2007)
Abstract
Download PDF - MEDAL Report No. 2007005
Influence of Selection and Replacement Strategies on Linkage Learning in BOA
Claudio F. Lima, Martin Pelikan, David E. Goldberg, Fernando G. Lobo, Kumara Sastry, and Mark Hauschild (2007)
Abstract
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Also IlliGAL Report No. 2007013. - MEDAL Report No. 2007004
Hybrid Evolutionary Algorithms on Minimum Vertex Cover for Random Graphs
Rajiv Kalapala, Martin Pelikan and Alexander K. Hartmann (2007)
Abstract
Download PDF - MEDAL Report No. 2007003
Dependency Trees, Permutations, and Quadratic Assignment Problem
Martin Pelikan, Shigeyoshi Tsutsui, and Rajiv Kalapala (2007)
Abstract
Download PDF - MEDAL Report No. 2007002
Obtaining Ground States of Ising Spin Glasses via Optimizing Bonds Instead of Spins
Martin Pelikan and Alexander K. Hartmann (2007)
Abstract
Download PDF - MEDAL Report No. 2007001
Analyzing Probabilistic Models in Hierarchical BOA on Traps and Spin Glasses
Mark Hauschild, Martin Pelikan, Claudio F. Lima, and Kumara Sastry (2007)
Abstract
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2006
- MEDAL Report No. 2006010
Implementation of the Dependency-Tree Estimation of Distribution Algorithm in C++
Martin Pelikan (2006)
Abstract
Download PDF - MEDAL Report No. 2006009
Node Histogram vs. Edge Histogram: A Comparison of PMBGAs in Permutation Domains
Shigeyoshi Tsutsui, Martin Pelikan, and David E. Goldberg (2006)
Abstract
Download PDF - MEDAL Report No. 2006008
Cunning Ant System: An Extension of Edge Histogram Sampling Algorithms to ACO
Shigeyoshi Tsutsui and Martin Pelikan (2006)
Abstract
Download PDF - MEDAL Report No. 2006007
Substructural Neighborhoods for Local Search in the Bayesian Optimization Algorithm
Claudio F. Lima, Martin Pelikan, Kumara Sastry, Martin Butz, David E. Goldberg, and Fernando G. Lobo (2006)
Abstract
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Also IlliGAL Report No. 2006021. - MEDAL Report No. 2006006
Population Sizing for Entropy-based Model Building in Genetic Algorithms
Tian-Li Yu, Kumara Sastry, David E. Goldberg, and Martin Pelikan (2006)
Abstract
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Also IlliGAL Report No. 2006020. - MEDAL Report No. 2006005
Order or Not: Does Parallelization of Model Building in hBOA Affect Its Scalability?
Martin Pelikan and James D. Laury, Jr. (2006)
Abstract
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Analysis of Ideal Recombination on Random Decomposable Problems
Kumara Sastry, Martin Pelikan, and David E. Goldberg (2006)
Abstract
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Also IlliGAL Report No. 2006016. - MEDAL Report No. 2006003
Generator and Interface for Random Decomposable Problems in C
Martin Pelikan, Kumara Sastry, Martin V. Butz, and David E. Goldberg (2006)
Abstract
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Download PS - MEDAL Report No. 2006002
Hierarchical BOA, Cluster Exact Approximation, and Ising Spin Glasses
Martin Pelikan and Alexander K. Hartmann (2006)
Abstract
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Download PS - MEDAL Report No. 2006001
Hierarchical BOA on Random Decomposable Problems
Martin Pelikan, Kumara Sastry, Martin V. Butz, and David E. Goldberg (2006)
Abstract
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