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GECCO 2012 Companion Publication Editors, Companion Publication of the 2012 Genetic and Evolutionary Computation Conference, GECCO'12 Companion, July 7–11, 2012, Philadelphia, PA, USA. ACM 2012, ISBN 978-1-4503-1178-6. Table of Contents Welcome
from General Chair A
Word from the Chair of SIGEVO GECCO'12 Conference Organizers GECCO'12 Program Committee Members ACM SIGEVO Officers and Executive Committee |
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Green and Efficient Energy Applications of Genetic and Evolutionary Computation (GreenGEC) Workshop Green
and Efficient Energy Applications of Genetic and Evolutionary Computation (Page
1) GreenGEC Workshop Organization (Page 2) Evolutionary
Optimization of Multi-Agent Control Strategies for Electric Vehicle
Charging (Page
3) Green
OLSR in VANETs with Differential Evolution (Page
11) Evolutionary
Multiobjective Optimization for Green Clouds (Page
19) Roadside
Unit Deployment for Information Dissemination in a VANET: An Evolutionary
Approach (Page
27) Evolutionary
Prediction of Photovoltaic Power Plant Energy Production (Page
35) |
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Real World Applications of Evolutionary Computation Workshop Evolutionary
Approaches for Real World Applications in 21st Century (Page
43) Automated Design of Algorithms Workshop Welcome
Message from Workshop Chairs (Page
49) Evolving
Evolutionary Algorithms (Page
51) Supportive
Coevolution (Page
59) The
Automatic Generation of Mutation Operators for Genetic Algorithms (Page
67) Autoconstructive
Evolution for Structural Problems (Page
75) |
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Evolutionary Computation Software Systems Workshop Message
from the EvoSoft Workshop Chairs (Page
83) EuroSoft Workshop Organization (Page 84) DEAP:
A Python Framework for Evolutionary Algorithms (Page
85) EpochX:
Genetic Programming in Java with Statistics and Event Monitoring (Page
93) On
the Architecture and Implementation of Tree-Based Genetic Programming
in HeuristicLab (Page
101) SofEA,
A Pool-Based Framework for Evolutionary Algorithms using CouchDB (Page
109) libCudaOptimize:
An Open Source Library of GPU-Based Metaheuristics (Page
117) Integration
of Flexible Interfaces in Optimization Software Frameworks for Simulation-Based
Optimization (Page
125) The
SEEDS Platform for Evolutionary and Ecological Simulations (Page
133) Optimization
Knowledge Base: An Open Database for Algorithm and Problem Characteristics
and Optimization Results (Page
141) INPUT:
The Intelligent Parameter Utilization Tool (Page
149) |
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Black Box Optimization Benchmarking 2012 (BBOB 2012) Workshop GECCO'12
Black-Box Optimization Workshop Chairs' Welcome Message (Page
157) An
ACO Algorithm Benchmarked on the BBOB Noiseless Function Testbed (Page
159) Black-Box
Optimization Benchmarking for Noiseless Function Testbed Using a Direction-Based
RCGA (Page
167) Black-Box
Optimization Benchmarking of IPOP-SaACM-ES and Bipop-SaACM-ES on the
BBOB-2012 Noiseless Testbed (Page
175) Benchmarking
the Multi-View Differential Evolution on the Noiseless BBOB-2012 Function
Testbed (Page
183) Benchmarking
the Differential Evolution with Adaptive Encoding on Noiseless Functions (Page
189) JADE,
an Adaptive Differential Evolution Algorithm, Benchmarked on the BBOB
Noiseless Testbed (Page
197) Benchmarking
Separable Natural Evolution Strategies on the Noiseless and Noisy Black-Box
Optimization Testbeds (Page
205) Benchmarking
Exponential Natural Evolution Strategies on the Noiseless and Noisy
Black-Box Optimization Testbeds (Page
213) Investigating
the Impact of Adaptation Sampling in Natural Evolution Strategies on
Black-Box Optimization Testbeds (Page
221) Benchmarking
Natural Evolution Strategies with Adaptation Sampling on the Noiseless
and Noisy Black-Box Optimization Testbeds (Page
229) Comparing
Natural Evolution Strategies to BIPOP-CMA-ES on Noiseless and Noisy
Black-Box Optimization Testbeds (Page
237) |
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MEMPSODE:
An Empirical Assessment of Local Search Algorithm Impact on a Memetic
Algorithm Using Noiseless Testbe (Page
245) MEMPSODE:
Comparing Particle Swarm Optimization and Differential Evolution Within
a Hybrid Memetic Global Optimization Framework (Page
253) Black-box
Optimization Benchmarking of IPOP-saACM-ES on the BBOB-2012 Noisy Testbed (Page
261) Black-box
Optimization Benchmarking of NIPOP-aCMA-ES and NBIPOP-aCMA-ES on the
BBOB-2012 Noiseless Testbed (Page
269) On
the Effect of Mirroring in the IPOP Active CMA-ES on the Noiseless BBOB
Testbed (Page
277) On
the Impact of a Small Initial Population Size in the IPOP Active CMA-ES
with Mirrored Mutations on the Noiseless BBOB Testbed (Page
285) On
the Impact of Active Covariance Matrix Adaptation in the CMA-ES with
Mirrored Mutations and Small Initial Population Size on the Noiseless
BBOB Testbed (Page
291) Comparing
Mirrored Mutations and Active Covariance Matrix Adaptation in the IPOP-CMA-ES
on the Noiseless BBOB Testbed (Page
297) |
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Evolutionary Computation and Multi-Agent Systems and Simulation (ECoMASS) Workshop ECoMASS
2012 Workshop Welcome Message (Page
305) Hybrid
Particle Swarm Optimization and Convergence Analysis for Scheduling
Problems (Page
307) Integrating
Evolutionary Computation and Sociotechnical Simulation for Flushing
Contaminated Water Distribution Systems (Page
315) Modeling
Technology Evolution Using Generalized Genotype-Phenotype Maps (Page
323) Evolutionary
Synthesis of Multi-Agent Systems for Dynamic Dial-a-Ride Problems (Page
331) Automatic
Discovery of Algorithms for Multi-Agent Systems (Page
337) The
Effects of Tags on the Evolution of Honest Signaling (Page
345) |
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Evolutionary Developmental Robotics Workshop Message
from the Evo-Devo-Robo Workshop's Chairs (Page
353) Evo-Devo-Robo
Workshop Program (Page
355) Evolving
Morphologies and Controllers for Soft-Bodied Multicellular Animats Using
Gene Regulatory Networks and Artificial Embryogenesis (Page
357) An
Artificial Visual Cortex Drives Behavioral Evolution in Co-Evolved Predator
and Prey Robots (Page
361) Empirical
Mode Decomposition for Saliency Detection (Page
365) Emergence
of Memory in Neuroevolution: Impact of Selection Pressures (Page
369) |
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15th International Workshop on Learning Classifier Systems (ICWLS) Workshop Message
from the Organizers of IWLCS 2012 (Page
373) IWLCS 2012 Organization (Page 374) XCSF
for Prediction on Emotion Induced by Image Based on Dimensional Theory
of Emotion (Page
375) |
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Understanding Problems (GECCO-UP) Workshop 1st
Understanding Problems Workshop (GECCO-UP) (Page
383) Analysing
Fitness Landscape Changes in Evolutionary Robots (Page
385) Generic
Hardness Estimation Using Fitness and Parameter Landscapes Applied to
Robust Taboo Search and the Quadratic Assignment Problem (Page
393) Assessment
of Problem Modality by Differential Performance of Lexicase Selection
in Genetic Programming: A Preliminary Report (Page
401) A
Call for Collaborative Landscape Analysis (Page
409) Achieving
COSMOS: A Metric for Determining When to Give up and When to Reach for
the Stars (Page
417) The
Lay of the Land: A Brief Survey of Problem Understanding (Page
425) |
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Visualisation Methods for Genetic and Evolutionary Computation (VizGEC) Workshop Visualisation
in Genetic and Evolutionary Computation (VizGEC 2012) (Page
433) Generating
Colored 2-Dimensional Representations of Sleep EEG with the KANTS Clustering
Algorithm (Page
435) Biaxial
Box Plots and Ordered Trial Ranks for Visualizing Large Sets of Experimental
Results (Page
443) Visualising
Many-Objective Populations (Page
451) |
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Evolutionary
Music No. 2 @ GECCO 2012 (Page
459) Genetic
Evolution of L and FL-Systems for the Production of Rhythmic Sequences (Page
461) An
Adaption of the Schema Theorem to Various Crossover and Mutation Operators
for a Music Segmentation Problem (Page
469) Evolutionary
Algorithms and Automatic Transcription of Music (Page
477) |
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Symbolic Regression and Modeling Workshop Fourth
Symbolic Regression and Modeling Workshop (Page
485) A
New Framework for Scalable Genetic Programming (Page
487) Graphical
Models and What They Reveal bout GP When it Solves a Symbolic Regression
Problem (Page
493) Sequential
Parameter Optimization for Symbolic Regression (Page
495) Robust
Function Discovery and Feature Selection for Life Sciences and Engineering (Page
497) |
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Medical Applications of Genetic and Evolutionary Computation (MedGEC) Workshop Message
from the Medical Applications Workshop - MedGEC2012 - Program Chairs (Page
499) Interactive
Differential Evolution for Prostate Ultrasound Image Thresholding (Page
501) First
Results and Future Developments of the MIBISOC Project in the IBISlab
of the University of Parma (Page
509) An
Optimal Reconstruction of the Human Arterial Tree from Doppler Echotracking
Measurements (Page
517) Bézier
Control Parameterization for Evolutionary Optimization in Disease Models (Page
523) Early
Diagnosis of Lung Tumors by Genetically Optimized 3D-Metaball Malignancy
Metric (Page
531) Analysis
of a Feature-Deselective Neuroevolution Classifier (FD-NEAT) in a Computer-Aided
Lung Nodule Detection System for CT Images (Page
539) |
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Undergraduate Student Workshop Welcome
to the 2012 GECCO Undergraduate Student Workshop (Page
547) Flea
Market Simulator: A Market Simulator for Experiments on the Computational
Evolution of Trading Strategies for Economic Agents (Page
549) GAMIV:
A Genetic Algorithm for Identifying Variable-Length Motifs in Noncoding
DNA (Page
555) Grammatical
Evolution Decision Trees for Trio Designs (Page
559) Trade-offs
Using GAMID for the Inference of DNA Motifs That Are Represented in
Only a Subset of Sequences of Interest (Page
563) Evolving
Software Applications Using Genetic Programming - PushCalc: The Evolved
Calculator (Page
569) Principal
Coordinate Strategy: A Novel Adaptive Control Strategy for Differential
Evolution (Page
573) Evolutionary
Fabrication: A System of Autonomous Invention (Page
579) |
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Message
from the Workshops' & Program Chairs (Page
585) Discrete
vs. Continuous Multiobjective Optimization of Continuous Casting of
Steel (Page
587) Evolving
EFSMs Solving a Path-Planning Problem by Genetic Programming (Page
591) Grammatical
Evolution Support Vector Machines for Predicting Human Genetic Disease
Association (Page
595) Batting
Order Optimization by Genetic Algorithm (Page
599) Test-Based
Extended Finite-State Machines Induction with Evolutionary Algorithms
and Ant Colony Optimization (Page
603) Robotic
Swarm Cooperation by Co-adaptation (Page
607) A
Comparison of GE Optimized Neural Networks and Decision Trees (Page
611) |
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Late Breaking Abstracts Workshop Message
of the LBA Workshop Chairs (Page
615) Comparison
of Scoring Methods for Interactive Evolutionary Computation Based Image
Retouching System (Page
617) GeDEA-II:
A Simplex-Crossover Based Multi Objective Evolutionary Algorithm Including
the Genetic Diversity as Objective (Page
619) Application
of Evolutionary Algorithms for Model Calibration (Page
621) Experiences
on Memetic Computation for Locating Transition States in Biochemical
Applications (Page
623) Differential
Evolution of Constants in Genetic Programming Improves Efficacy and
Bloat (Page
625) Interactive
Simulated Robot Construction and Controller Evolution (Page
627) On
the Effect of Using Multiple GPUs in Solving QAPs with CUDA (Page
629) |
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Evolving
Players That Use Selective Game-Tree Search with Genetic Programming (Page
631) A
Surrogate Multiobjective Evolutionary Strategy with Local Search and
Pre-Selection (Page
633) The
Evolutionary Algorithm SAMOA with Use of Dynamic Constraints (Page
635) The
Evolutionary Algorithm SAMOA with Use of Design of Experiments (Page
637) Evolving
Instances of Unconstrained Binary Quadratic Programming that Challenge
a Tabu Search Heuristic (Page
639) Automatic
Python Programming Using Stack-Based Genetic Programming (Page
641) Combining
Programs to Counter Code Disruption (Page
643) SPOT
Applied to Non-Stochastic Optimization Problems - An Experimental Study (Page
645) Generalized
Compressed Network Search (Page
647) |
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A
Linkage-Learning Niching in Estimation of Distribution Algorithm (Page
649) Density-Based
Evolutionary Outlier Detection (Page
651) 3-D
Modeling Using Collaborative Evolution (Page
653) Evolving
Mixed Nash Equilibria for Bimatrix Games (Page
655) Evolving
Data Sets to Highlight the Performance Differences between Machine Learning
Classifiers (Page
657) Not
All Physics Simulators Can be Wrong in the Same Way (Page
659) A
New Interactive Evolutionary Algorithm for the Vehicle Routing Problem (Page
661)
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Message
from the Tutorials Chair (Page
669) Introduction
to Genetic Algorithms (Page
671) Genetic
Programming: A Tutorial Introduction: Introduction to Genetic Programming (Page
693) Evolution
Strategies: Basic Introduction (Page
711) Evolutionary
Computation: A Unified Approach (Page
737) GECCO
2012 Tutorial on Evolutionary Multiobjective Optimization (Page
751) Probabilistic
Model-Building Genetic Algorithms (Page
777) Evolving
Neural Networks (Page
805) |
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Tutorial
CMA-ES - Evolution Strategies and Covariance Matrix Adaptation (Page
827) Constraint-Handling
Techniques Used with Evolutionary Algorithms (Page
849) Representations
for Evolutionary Algorithms (Page
873) Statistical
Analysis for Evolutionary Computation: An Introduction (Page
895) Genetic
Algorithm Theory (Page
917) Elementary
Landscapes: Theory and Applications (Page
941) Generative
and Developmental Systems (Page
961) Expressive
Genetic Programming: Tutorial: 2012 Genetic and Evolutionary Computation
Conference (GECCO-2012) (Page
983) Fitness
Landscapes and Graphs: Multimodularity, Ruggedness and Neutrality (Page
1013) Bioinspired
Computation in Combinatorial Optimization - Algorithms and Their Computational
Complexity (Page
1035) |
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Specialized Techniques and Applications Tutorials Artificial
Immune Systems for Optimisation (Page
1059) Black-Box
Complexity: from Complexity Theory to Playing Mastermind (Page
1079) GECCO
2012 Tutorial: Cartesian Genetic Programming (Page
1093) Evolutionary
Computation With GPUs (Page
1117) Computational
Intelligence in Games (Page
1139) Introduction
to Bioinformatics and Computational Biology (Page
1141) Large
Scale Data Mining using Genetics-Based Machine Learning (Page
1171) Hyper-Heuristics
and Cross-Domain Optimization (Page
1197) Theory
of Swarm Intelligence (Page
1215) Drift
Analysis (Page
1239) Statistical
Analysis of Optimization Algorithms with R (Page
1259) Algorithm
and Experiment Design with HeuristicLab: An Open Source Optimization
Environment for Research and Education (Page
1287) Geometry
of Evolutionary Algorithms (Page
1317) Evolutionary
Software Repair (Page
1345) Real-World
Data Modeling (Page
1349) |
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No
Entailing Laws, but Enablement in the Evolution of the Biosphere (Page
1379) How
to Look Inside the Brain (Page
1393) |
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Ant Colony Optimization and Swarm Intelligence Track Posters Improving
the Performance of MAX-MIN Ant System on the TSP Using Stubborn Ants (Page
1395) Particle
Swarm with Self-Organized Criticality (Page
1397) μABC:
A Micro Artificial Bee Colony Algorithm for Large Scale Global Optimization (Page
1399) Swarm-Based
Path Creation in Dynamic Environments for Search and Rescue (Page
1401) A
Spatial Random-Meaningful Neighbourhood Topology in PSO for Edge Detection
in Noisy Images (Page
1403) |
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Artificial Life/Robotics/Evolvable HardwareTrack Posters Avoiding
Local Optima with Interactive Evolutionary Robotics (Page
1405) Exploring
the Evolution of Internal Control Structure using Digital Enzymes (Page
1407) Co-Adapting
Mobile Sensor Networks to Maximize Coverage in Dynamic Environments (Page
1409) Policy
Transfer in Mobile Robots using Neuro-Evolutionary Navigation (Page
1411) A
Species-Based Approach to Brain-Body Co-Evolution of Modular Robots (Page
1413) |
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Bioinformatics, Computational, Systems and Synthetic BiologyTrack Posters A
Genetic Approach for Synthesizing Metabolic Models from Time Series (Page
1415) A
Dynamical Model of Cancer Chemotherapy with Disturbance (Page
1417) The
Search for Robust Topologies of Oscillatory Gene Regulatory Networks
by Evolutionary Computation (Page
1419) Estimating
Reaction Constants in Stochastic Biological Systems with a Multi-Swarm
PSO Running on GPUs (Page
1421) Gene
Regulatory Network Reverse Engineering using Population Based Incremental
Learning and K-means (Page
1423) Checkpoint
Oriented Cell-Cycle Simulation - Critical Role for Age Distribution
Initialization (Page
1425) |
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Digital Entertainment Technologies and ArtsTrack Poster Affective
Content Based Music Video Pairing System Using Real Coded GA (Page
1427) Estimation of Distribution AlgorithmsTrack Poster Linkage
Learning Using the Maximum Spanning Tree of the Dependency Graph (Page
1429) Evolution Strategies and Evolutionary ProgrammingTrack Poster Surrogate-Assisted
Evolutionary Programming for High Dimensional Constrained Black-Box
Optimization (Page
1431) |
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Evolutionary Combinatorial Optimization and MetaheuristicsTrack Posters Synchronous
Cellular Automata Scheduler with Construction Heuristic to Static Task
Scheduling in Multiprocessors (Page
1433) Evolving
Optimal Agendas and Strategies for Negotiation in Dynamic Environments (Page
1435) An
Evaluation of Cellular Population Model for Improving Quantum-Inspired
Evolutionary Algorithm (Page
1437) A
Discrete Artificial Bee Colony Algorithm for the Multi-Objective Redistricting
Problem (Page
1439) An
Efficient GPU Implementation of a Multi-Start TSP Solver for Large Problem
Instances (Page
1441) |
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Evolutionary Multiobjective OptimizationTrack Posters Configuration
of Sensors on a 3-D Terrain: An Approach Based on Evolutionary Multi-Objective
Optimization (Page
1443) A
Multiobjective Hybrid Evolutionary Algorithm for Clustering in Social
Networks (Page
1445) New
Evolutionary Approaches to High-Dimensional Data (Page
1447) Multi-objective
Artificial Immune Algorithm for Security-constrained Multi-Application
NoC Mapping (Page
1449) Multi-Criteria
Optimization for Hard Problems Under Limited Budgets (Page
1451) |
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Generative and Developmental SystemsTrack Posters Dynamic
Behavioral Diversity (Page
1453) Complexity
Search for Compressed Neural Networks (Page
1455) Growing
and Evolving Soft Robots with a Face-Encoding Tetrahedral Grammar (Page
1457) |
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Genetic AlgorithmsTrack Posters Affine
Image Registration Transformation Estimation Using a Real Coded Genetic
Algorithm with SBX (Page
1459) Explaining
Adaptation in Genetic Algorithms with Uniform Crossover: The Hyperclimbing
Hypothesis (Page
1461) Clans
and Cooperation in the Iterated Prisoner's Dilemma (Page
1463) Naive
and Heuristic Permutation-Coded Genetic Algorithms for the Quadratic
Knapsack Problem (Page
1465) A
Surrogate-Assisted and Informed Linkage Aware GA (Page
1467) Evaluating
Coevolution on a Multimodal Problem (Page
1469) Meaningful
Representation and Recombination of Variable Length Genomes (Page
1471) Evolving
NK-Complexity for Evolutionary Solvers (Page
1473) Continuous
Space Pattern Reduction for Genetic Clustering Algorithm (Page
1475) |
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Genetic ProgrammingTrack Posters Automatic
Generation of Regular Expressions from Examples with Genetic Programming (Page
1477) Improving
Haar Cascade Classifiers Through the Synthesis of New Training Examples (Page
1479) Towards
Adaptive Mutation in Grammatical Evolution (Page
1481) Genetic
Programming for Edge Detection Based on Figure of Merit (Page
1483) Empirical
Investigation of Size-Based Tournaments for Node Selection in Genetic
Programming (Page
1485) Locally
Geometric Semantic Crossover (Page
1487) A
Comparative Study of an Evolvability Indicator and a Predictor of Expected
Performance for Genetic Programming (Page
1489) |
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Genetics Based Machine LearningTrack Posters An
Information-Based Approach Towards Neuro-Evolution (Page
1491) Stay
Real! XCS with Rule Combining for Real Values (Page
1493) Multiobjective
Optimization of Co-Clustering Ensembles (Page
1495) An
Evolutionary Subspace Clustering Algorithm for High-Dimensional Data (Page
1497) Maximizing
the Number of Polychronous Groups in Spiking Networks (Page
1499) Generic
Prognosis with Evolutionary Approaches (Page
1501) Full
Model Selection in the Space of Data Mining Operators (Page
1503) |
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Integrative Genetic and Evolutionary ComputationTrack Posters The
Effects of Training Set Size and Keeping Rules on the Emergent Selection
Pressure of Learnable Evolution Model (Page
1505) Genetic
Fuzzy Rules for DOPs (Page
1507) Differential
Evolution Algorithm with PCA-Based Crossover (Page
1509) Improving
Clonal Colony Optimization to Evolve Robust Solutions (Page
1511) Enhance
Differential Evolution with Random Walk (Page
1513) A
Winner-Take-All Methodology: Finding the Best Evolutionary Algorithm
for the Global Optimization of Functions (Page
1515) |
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Parallel Evolutionary Systems Track Posters Validating
Design Choices in a Pool-Based Distributed Evolutionary Algorithms Architecture (Page
1517) Alpinist
CellularDE: A Cellular Based Optimization Algorithm for Dynamic Environments (Page
1519) |
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Real World Applications Track Posters Analyzing
the Cross-Generalization Ability of a Hybrid Genetic & Evolutionary
Application for Multibiometric Feature Weighting and Selection (Page
1521) Co-Evolution
of the Dynamics in Population Games: The Case of Traffic Flow Assignment (Page
1523) Comparing
the Robustness of Grammatical Genetic Programming Solutions for Femtocell
Algorithms (Page
1525) New
Malware Detection System Using Metric-Based Method and Hybrid Genetic
Algorithm (Page
1527) User-System
Cooperative Evolution for Japanese Anagram Sentence Generation (Page
1529) |
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Automated
Passive Filter Design Using Multi-Objective Genetic Algorithms with
Variable Parameters (Page
1531) Forex
Trading Using Geometry Sensitive Neural Networks (Page
1533) Optimization
of Technical Indicators in Real Time with Multiobjective Evolutionary
Algorithms (Page
1535) Equitable
Solutions in QoS-aware Service Optimization (Page
1537) An
Evolutionary Approach to Define Investment Strategies Based on Macroeconomic
Indicators and Vix Data (Page
1539) |
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Search-Based Software EngineeringTrack Poster Multiobjective
Optimization for Project Portfolio Selection (Page
1541) |
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Adaptive
Genetic Algorithm Based on Density Distribution of Population (Page
1543) The
Impact of the Bin Packing Problem Structure in Hyper-Heuristic Performance (Page
1545) Evolutionary
Mining for Multivariate Associations in Large Time-Varying data sets:
A Healthcare Network Application (Page
1547) |
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