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GECCO 2012 Proceedings Editors, Proceedings of the 2012 Genetic and Evolutionary Computation Conference, GECCO'12, July 7–11, 2012, Philadelphia, PA, USA. ACM 2012, ISBN 978-1-4503-1177-9. Table of Contents
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Ant Colony Optimization and Swarm Intelligence Track Papers Is
There a Computational Advantage to Representing Evaporation Rate in
Ant Colony Optimization as a Gaussian Random Variable? (Page
1)
Ants
Easily Solve Stochastic Shortest Path Problems (Page
17) Why
Six Informants Is Optimal in PSO (Page
25) CGrAnt:
A Swarm Intelligence-Based Routing Protocol for Delay Tolerant Networks (Page
33) DACCO:
A Discrete Ant Colony Algorithm to Cluster Geometry Optimization (Page
41) A
Study of Different Quality Evaluation Functions in the cAnt-MinerPB
Classification Algorithm (Page
49) Optimal
Cyclic Replacement Policy in MSS Maintenance via Binomial-PSO (Page
57) Integrating
Particle Swarm Optimization with Reinforcement Learning in Noisy Problems (Page
65)
Multi-Objective
Particle Swarm Optimisation (PSO) for Feature Selection (Page
81) |
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Artificial Life/Robotics/Evolvable Hardware Track Papers Impact
of Neuron Models and Network Structure on Evolving Modular Robot Neural
Network Controllers (Page
89)
Exploring
and Evolving Process-Oriented Control for Real and Virtual Fire Fighting
Robots (Page
105) Open-Ended
Coevolution and the Emergence of Complex Irreducible Functional Units
in Iterated Number Sequence Games (Page
113) Evolving
Axonal Delay Neural Networks for Robot Control (Page
121) How
to be a Successful App Developer: Lessons from the Simulation of an
App Ecosystem (Page
129) Evolving
Network Motifs Based Morphogenetic Approach to Self-Organizing Robotic
Swarms (Page
137) Evolving
Flexible Joint Morphologies (Page
145)
On
the Cumulative Effect of Bloat and Genetic Transposition on the Efficiency
of Incremental Evolution of Snake-like Robot (Page
161) |
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Bioinformatics, Computational, Systems and Synthetic Biology Track Papers Efficient
Algorithms for Extracting Biological Key Pathways with Global Constraints (Page
169) Evolving
Bio-PEPA Process Algebra Models Using Genetic Programming (Page
177) Reverse
Engineering of GRNs: An Evolutionary Approach Based on the Tsallis Entropy (Page
185) Experimental
Evaluation of Topological-Based Fitness Functions to Detect Complexes
in PPI Networks (Page
193) Bee
Algorithms for Solving DNA Fragment Assembly Problem with Noisy and
Noiseless Data (Page
201) ProRank:
A Method for Detecting Protein Complexes (Page
209) |
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Digital Entertainment Technologies and Arts Track Papers HyperNEAT-GGP:
A HyperNEAT-Based Atari General Game Player (Page
217)
Photogrowth:
Non-Photorealistic Renderings Through Ant Paintings (Page
233) |
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Estimation of Distribution Algorithms Track Papers Incremental
Gaussian Model-Building in Multi-Objective EDAs with an Application
to Deformable Image Registration (Page
241) Influence
of Selection on Structure Learning in Markov Network EDAs: An Empirical
Study (Page
249) A
Test Problem with Adjustable Degrees of Overlap and Conflict Among Subproblems (Page
257) Higher-Order
Linkage Learning in the ECGA (Page
265) Distance-Based
Bias in Model-Directed Optimization of Additively Decomposable Problems (Page
273)
Predetermined
versus Learned Linkage Models (Page
289) |
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Evolution Strategies and Evolutionary Programming Track Papers
Mutation
Strength Control by Meta-ES on the Sharp Ridge (Page
305) Algorithm
Selection Based on Exploratory Landscape Analysis and Cost-Sensitive
Learning (Page
313) Self-Adaptive
Surrogate-Assisted Covariance Matrix Adaptation Evolution Strategy (Page
321) Natural
Evolution Strategies Converge on Sphere Functions (Page
329) |
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Evolutionary Combinatorial Optimization and Metaheuristics Track Papers Towards
a Population-Based Framework for Improving Stochastic Local Search Algorithms (Page
337) From
Neighbors to Global Neighbors in Collaborative Filtering: An Evolutionary
Optimization Approach (Page
345) On
the Efficiency of an Order-Based Representation in the Clique Covering
Problem (Page
353) An
Efficient Genetic Algorithm for Subgraph Isomorphism (Page
361) Local
Optima Networks and the Performance of Iterated Local Search (Page
369) An
Evolutionary Approach for the Dubins' Traveling Salesman Problem with
Neighborhoods (Page
377) A
Genetic and Insertion Heuristic Algorithm for Solving the Dynamic Ridematching
Problem with Time Windows (Page
385)
PSO
Based on Surrogate Modeling as Meta-Search to Optimise Evolutionary
Algorithms Parameters (Page
401) Challenging
Heuristics: Evolving Binary Constraint Satisfaction Problems (Page
409) A
Hybrid Heuristic for the k-medoids Clustering Problem (Page
417)
A
Parameterized Runtime Analysis of Evolutionary Algorithms for MAX-2-SAT (Page
433) A
Hybrid Metaheuristic Algorithm for Flexible Job-Shop Scheduling Problems
with Transportation Constraints (Page
441) |
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Evolutionary Multiobjective Optimization Track Papers Adaptive
Multi-objective Genetic Algorithm Using Multi-Pareto-Ranking (Page
449) Convergence
of Hypervolume-Based Archiving Algorithms II: Competitiveness (Page
457)
Locality-based
Multiobjectivization for the HP Model of Protein Structure Prediction (Page
473) Effects
of Discrete Objective Functions with Different Granularities on the
Search Behavior of EMO Algorithms (Page
481)
Leveraging
Indicator-Based Ensemble Selection in Evolutionary Multiobjective Optimization
Algorithms (Page
497) A
New Multi-Objective Evolutionary Algorithm Based on a Performance Assessment
Indicator (Page
505) Local
Preference-inspired Co-Evolutionary Algorithms (Page
513) |
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Generative and Developmental Systems Track Papers On
the Relationship Between Environmental and Morphological Complexity
in Evolved Robots (Page
521) A
Manifold Operator Representation for Adaptive Design (Page
529) A
Cell-based Developmental Model to Generate Robot Morphologies (Page
537) Distance
Measures for HyperGP with Fitness Sharing (Page
545)
Co-evolution
of Morphology and Control of Soft-bodied Multicellular Animats (Page
561) An
Evo-Devo Approach to Architectural Design (Page
569) Morphologies
of Self-Organizing Swarms in 3D Swarm Chemistry (Page
577) |
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Genetic Algorithms Track Papers Linkage
Neighbors, Optimal Mixing and Forced Improvements in Genetic Algorithms (Page
585) Efficient
Filters for the Simulated Evolution of Small Sorting Networks (Page
593) An
Empirical Approach to the Measurement of Interchromosomal Distances
in the Genetic Algorithm (Page
601) Depictions
of Genotypic Space for Evaluating the Suitability of Different Recombination
Operators (Page
609) Estimating
the Evolution Direction of Populations to Improve Genetic Algorithms (Page
617) Linkage
Tree Genetic Algorithms: Variants and Analysis (Page
625) Image
Segmentation Using a Genetic Algorithm and Hierarchical Local Search (Page
633) Off-Line
Building Block Identification: Detecting Building Blocks Directly from
Fitness without Genetic Algorithms (Page
641)
Dynamic
Segregative Genetic Algorithm for Optimizing the Variable Ordering of
ROBDDs (Page
657) How
Long Should We Run in Dynamic Optimization? (Page
665) Enhancing
the Virtual Loser Genetic Algorithm for Dynamic Environments (Page
673) A
Genetic Algorithm for Designing Neural Network Ensembles (Page
681)
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Genetic Programming Track Papers GP
Under Streaming Data Constraints: A Case for Pareto Archiving? (Page
703) Automatic
Generation of Graph Models for Complex Networks by Genetic Programming (Page
711) A
New Methodology for the GP Theory Toolbox (Page
719) Parameter
Tuning of Evolutionary Reactions Systems (Page
727)
Exploring
Boundaries: Optimising Individual Class Boundaries for Binary Classification
Problem (Page
743) MT-CGP:
Mixed Type Cartesian Genetic Programming (Page
751)
An
Investigation of Local Patterns for Estimation of Distribution Genetic
Programming (Page
767) Sensitive
Ants Are Sensible Ants (Page
775) |
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On
Relationships Between Semantic Diversity, Complexity and Modularity
of Programming Tasks (Page
783) Genetic
Programming Needs Better Benchmarks (Page
791) Computational
Complexity Analysis of Multi-Objective Genetic Programming (Page
799) Evolving
the Best Known Approximation to the Q Function (Page
807) Tag-Based
Modularity in Tree-Based Genetic Programming (Page
815) Comparing
Methods for Module Identification in Grammatical Evolution (Page
823) A
Developmental Solution to (Dynamic) Capacitated Arc Routing Problems
Using Genetic Programming (Page
831) |
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Genetics Based Machine Learning Track Papers XCS-Based
Versus UCS-Based Feature Pattern Classification System (Page
839) Post-Processing
Operators for Decision Lists (Page
847) Genetic
Programming for Edge Detection Using Blocks to Extract Features (Page
855) Extracting
and Using Building Blocks of Knowledge in Learning Classifier Systems (Page
863)
Multi-Objective
Evolutionary Optimization for Generating Ensembles of Classifiers in
the ROC Space (Page
879) Sample
Aware Embedded Feature Selection for Reinforcement Learning (Page
887) Two-Cornered
Learning Classifier Systems for Pattern Generation and Classification (Page
895) CMA-TWEANN:
Efficient Optimization of Neural Networks via Self-Adaptation and Seamless
Augmentation (Page
903)
Accelerating
Evolution via Egalitarian Social Learning (Page
919) Instance-Linked
Attribute Tracking and Feedback for Michigan-Style Supervised Learning
Classifier Systems (Page
927) |
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Integrative Genetic and Evolutionary Computation Track Papers Automated
Mechanism Design with Co-Evolutionary Hierarchical Genetic Programming
Techniques (Page
935) Evolutionary
Advantage of Foresight in Markets (Page
943) An
Approach for Estimating Separability and Its Application on High Dimensional
Optimization (Page
951)
Co-evolutionary
Predictors for Kinematic Pose Inference from RGBD Images (Page
967) SDE:
A Stochastic Coding Differential Evolution for Global Optimization (Page
975) |
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Parallel Evolutionary Systems Track Papers The
Use of Reputation as Noise-Resistant Selection Bias in a Co-Evolutionary
Multi-Agent System (Page
983)
A
GPU-Based Implementation of an Enhanced GEP Algorithm (Page
999) Asynchronous
Master/Slave MOEAs and Heterogeneous Evaluation Costs (Page
1007) |
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Real World Applications Track Papers Evolving
Distributed Resource Sharing for Cubesat Constellations (Page
1015)
Breast
Cancer Detection Using Cartesian Genetic Programming Evolved Artificial
Neural Network (Page
1031) Application
of Evolutionary Methods to 3D Geoscience Modelling (Page
1039) Evaluation
of the Performance of Evolutionary Algorithms for Optimization of Low-Enthalpy
Geothermal Heating Plants (Page
1047) A
New SAX-GA Methodology Applied to Investment Strategies Optimization (Page
1055) A
Preference-Based Bi-Objective Approach to the Payment Scheduling Negotiation
Problem with the Extended r-Dominance and NSGA-II (Page
1063) Using
Interactive Evolutionary Computation (IEC) with Validated Surrogate
Fitness Functions for Redistricting (Page
1071) Metaheuristic
Approaches to Tool Selection Optimisation (Page
1079) Evolving
a Conspicuous Point Detector Based on an Artificial Dorsal Stream -
SLAM System (Page
1087) Surrogate
Modeling in the Evolutionary Optimization of Catalytic Materials (Page
1095)
Evolutionary
Feature Selection for Classification: A Plug-In Hybrid Vehicle Adoption
Application (Page
1111) GENOM-POF:
Multi-Objective Evolutionary Synthesis of Analog ICs with Corners Validation (Page
1119) LAYGEN
II - Automatic Analog ICs Layout Generator Based on a Template Approach (Page
1127) Evolutionary
Approaches to the Generation of Optimal Error Correcting Codes (Page
1135) |
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Multi-Container
Loading with Non-Convex 3D Shapes Using a GA/TS Hybrid (Page
1143) Evolutionary
Algorithms Applied to Elucidate Ionic Water Cluster Structure Formation (Page
1151) Introducing
the Use of Model-Based Evolutionary Algorithms for EEG-Based Motor Imagery
Classification (Page
1159) Hybrid
Metaheuristic Particle Filters for Stochastic Volatility Estimation (Page
1167) Darwinian
Rivers: Evolving Stream Topographies to Match Hyporheic Residence Time
Distributions (Page
1175) Estimating
Markov Switching Model Using Differential Evolution Algorithm in Prospective
Infectious Disease Outbreak Detection (Page
1183) tk-SA:
Accelerated Simulated Annealing Algorithm for Application Mapping on
Networks-on-Chip (Page
1191) Ant
Colony Optimization Algorithm for Lifetime Maximization in Wireless
Sensor Network with Mobile Sink (Page
1199) |
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Search-Based Software Engineering Track Papers An
Analysis of the Effects of Composite Objectives in Multiobjective Software
Module Clustering (Page
1205)
Evolutionary
Algorithms for the Project Scheduling Problem: Runtime Analysis and
Improved Design (Page
1221) Multi-Objective
Coevolutionary Automated Software Correction (Page
1229) |
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Meta-Optimization
for Parameter Tuning with a Flexible Computing Budget (Page
1245) A
Dynamic Island Model for Adaptive Operator Selection (Page
1253) On
Neighborhood Tree Search (Page
1261) Improving
the Performance of Vector Hyper-Heuristics Through Local Search (Page
1269) An
Exploration-Exploitation Compromise-Based Adaptive Operator Selection
for Local Search (Page
1277) Adaptive
Differential Evolution with Optimization State Estimation (Page
1285) |
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Analysis
of a Natural Gradient Algorithm on Monotonic Convex-Quadratic-Composite
Functions (Page
1293) Exact
Computation of the Expectation Curves for Uniform Crossover (Page
1301)
Run-Time
Analysis of the (1+1) Evolutionary Algorithm Optimizing Linear Functions
Over a Finite Alphabet (Page
1317) Fixed
Budget Computations: A Different Perspective on Run Time Analysis (Page
1325) The
Max Problem Revisited: The Importance of Mutation in Genetic Programming (Page
1333) On
the Analysis of the Simple Genetic Algorithm (Page
1341)
Constant
Time Steepest Descent Local Search with Lookahead for NK-Landscapes
and MAX-kSAT (Page
1357) |
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