NDLI: Evolving Diverse Collective Behaviors Independent of Swarm Density

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Genetic Programming: A Tutorial Introduction

Constraint-Handling Techniques used with Evolutionary Algorithms

Medical Applications of Evolutionary Computation

Rapid Evolution of Robot Gaits

GI4GI: Improving Genetic Improvement Fitness Functions

Coevolutionary Agent-based Network Defense Lightweight Event System (CANDLES)

MeGASS: Multi-Objective Genetic Active Site Search

Spatial and Temporal Visualisation of Evolutionary Algorithm Decisions in Water Distribution Network Optimisation

A Novel Representation of Classifier Conditions Named Sensory Tag for the XCS in Multistep Problems

A Comparison of Genetic Programming Variants for Hyper-Heuristics

An Extensible JCLEC-based Solution for the Implementation of Multi-Objective Evolutionary Algorithms

Benchmarking IPOP-CMA-ES-TPA and IPOP-CMA-ES-MSR on the BBOB Noiseless Testbed

Differential Evolution with a Repair Method to Solve Dynamic Constrained Optimization Problems

The Cost of Communication: Environmental Pressure and Survivability in mEDEA

Metaheuristic Design Pattern: Preference

Introducing Semantic-Clustering Selection in Grammatical Evolution

Feature Set Optimization for Physical Activity Recognition Using Genetic Algorithms

Landscape Properties of the 0-1 Knapsack Problem

Evolutionary Computation: A Unified Approach

Blind No More: Constant TimeNon-Random Improving Moves and Exponentially Powerful Recombination

Automatic (Offline) Configuration of Algorithms

Probabilistic Model Enhanced Genetic Algorithm for Multi-Mode Resource Constrained Project Scheduling Problem

Evolutionary Approximation of Software for Embedded Systems: Median Function

Using Genetic Algorithms for Deadline-Constrained Monitor Selection in Dynamic Computer Networks

Combination of Differential Evolution and Fragment-based Replacements for Protein Structure Prediction

ELICIT: Evolutionary Computation Visualization

The Relationship Between (Un)Fractured Problems and Division of Input Space

Hyper-Heuristics: A Study On Increasing Primitive-Space

Redesigning the jMetal Multi-Objective Optimization Framework

Benchmarking Gaussian Processes and Random Forests Surrogate Models on the BBOB Noiseless Testbed

Exploiting the Relationship Between Structural Modularity and Sparsity for Faster Network Evolution

Embodied Evolution for Collective Indoor Surveillance and Location

Metaheuristic Design Pattern: Surrogate Fitness Functions

Wave: Incremental Erosion of Residual Error

Classification of Two-channel Signals by Means of Genetic Programming

Grammatical Evolution for Identifying Wikipedia Taxonomies

Tutorial on Evolutionary Multiobjective Optimization

Expressive Genetic Programming

Intelligent Systems for Smart Cities

Examining The Stroop Effect using A Develomental Spatial Neuroevolution System

Genetic Improvement using Higher Order Mutation

A Hybrid Matheuristic Approach for Designing Reliable Wireless Multimedia Sensor Networks

NK Landscape Instances Mimicking the Protein Inverse Folding Problem Towards Future Benchmarks

Using Particle Swarm Large-scale Optimization to Improve Sampling-based Image Matting

A Lexicographic Multi-Objective Genetic Algorithm for Multi-Label Correlation Based Feature Selection

Synthesis of Parallel Iterative Sorts with Multi-Core Grammatical Evolution

Simplifying Problem Definitions in the HeuristicLab Optimization Environment

Dimension Selection in Axis-Parallel Brent-STEP Method for Black-Box Optimization of Separable Continuous Functions

Selection of Auxiliary Objectives with Multi-Objective Reinforcement Learning

Collective Sharing of Knowledge in a DREAM

The 'Blackboard Pattern' for Metaheuristics

Greedy Semantic Local Search for Small Solutions

Data-Based Identification of Prediction Models for Glucose

Criteria and Convergence Rates in Noisy Optimization

Particle Swarm Optimization

Parameterized Complexity Analysis of Evolutionary Algorithms

Low or no cost distributed evolutionary computation

Various Degrees of Steadiness in NSGA-II and Their Influence on the Quality of Results

Grow and Graft a Better CUDA pknotsRG for RNA Pseudoknot Free Energy Calculation

A Preliminary Investigation on the Identification of Peer to Peer Network Applications

Mapping Multiple Minima in Protein Energy Landscapes with Evolutionary Algorithms

Visualising Multi-objective Populations with Treemaps

Metaheuristics based on Clustering in a Holonic Multiagent Model for the Flexible Job Shop Problem

Generating Human-readable Algorithms for the Travelling Salesman Problem using Hyper-Heuristics

AntElements: An Extensible and Scalable Ant Colony Optimization Middleware

The Impact of Initial Designs on the Performance of MATSuMoTo on the Noiseless BBOB-2015 Testbed: A Preliminary Study

A Computational Comparison of Memetic Differential Evolution Approaches

Evolving Diverse Collective Behaviors Independent of Swarm Density

Two-B or not Two-B?: Design Patterns for Hybrid Metaheuristics

Comparison of Semantic-aware Selection Methods in Genetic Programming

A Symbolic Regression Based Scoring System Improving Peptide Identifications for MS Amanda

A Combinatorial Genetic Algorithm for Computational Doping based Material Design

Model-Based Evolutionary Algorithms

Theory of Swarm Intelligence

Synergies between Evolutionary Algorithms and Reinforcement Learning

Evolutionary Approach For Minimizing Consumed Energy In a Personal Rapid Transit Transportation System with a Multi-Depot Network Topology: Minimizing Consumed Energy In a PRT System with a Multi-Depot Network Topology

locoGP: Improving Performance by Genetic Programming Java Source Code

Evolutionary Dynamic Optimization Techniques for Marine Contamination Problem

An Experimental Analysis of the Performance of SideChain Packing Algorithms

Discovering Regression Rules with Ant Colony Optimization

Learning Genetic Representations for Classes of Real-Valued Optimization Problems

Designing and Modeling a Browser-Based DistributedEvolutionary Computation System

Inferring Temporal Properties of Finite-State Machine Models with Genetic Programming

Elements of Embodied Evolutionary Robotics

Investigation of Gaussian Processes and Random Forests as Surrogate Models for Evolutionary Black-Box Optimization

Runtime Analysis of Evolutionary Algorithms: Basic Introduction

Evolutionary Image Analysis, Signal Processing and Pattern Recognition

Comparing Variable Width Backtracking and Metaheuristics, Experiments with the Maximum Diversity Problem

Energy Optimisation via Genetic Improvement: A SBSE technique for a new era in Software Development

Botnet Detection System Analysis on the Effect of Botnet Evolution and Feature Representation

Using Machine Learning to Explore the Relevance of Local and Global Features During Conformational Search in Rosetta

An Evolutionary Missing Data Imputation Method for Pattern Classification

Deconstructing GAs into Visual Software Components

Towards a Knowledge Base for Performance Data: A Formal Model for Performance Comparison

Simulating Morphological Evolution in Large Robot Populations

Energy Efficient Allocation and Scheduling for DVFS-enabled Multicore Environments using a Multiobjective Evolutionary Algorithm

Evolving Neural Networks

Generative and Developmental Systems Tutorial

Design and Development of a Genetic Algorithm for the Distance Constrained Vehicle Routing Problem with Environmental Issues: Genetic Algorithm for the Green Distance Constrained Vehicle Routing Problem

Genetic Improvement of Energy Usage is only as Reliable as the Measurements are Accurate

Socially Guided XCS: Using Teaching Signals to Boost Learning

Soft Computing Techniques Applied to Corporate and Personal Security

Hyb-CCEA: Cooperative Coevolution of Hybrid Teams

Herding Evolutionary Algorithm

Introduction to Complex Networks

Evolutionary Algorithms for Protein Structure Modeling

Malware Obfuscation through Evolutionary Packers

Genetic Improvement for Software Product Lines: An Overview and a Roadmap

Continuous Endpoint Data Mining with ExSTraCS: A Supervised Learning Classifier System

Evolutionary Design via Indirect Encoding of Non-Uniform Rational Basis Splines

Evolution of Collective Behaviors by Minimizing Surprisal and by Micro-Macro Links

Improving Test Coverage of Formal Verification Systems via Beam Search

Cartesian Genetic Programming

Solving Complex Problems with Coevolutionary Algorithms

Adaptive Evolution Control with P-I Similarity Index for Surrogate-assisted Evolutionary Computation

Embedded Dynamic Improvement

Back to the Future: Learning Classifier Systems as Cognitive Systems

Control of Crossed Genes Ratio for Directed Mating in Evolutionary Constrained Multi-Objective Optimization

A Novelty Search-based Test Data Generator for Object-oriented Programs

Hyper-Heuristics

Theory of Evolution Strategies and Related Algorithms

Evolved Virtual Creatures with Soft-Body Muscles: On a Bio-Mimetic Path to Meaningful Morphological Complexity

Removing the Kitchen Sink from Software

A Potential of Evolutionary Rule-based Machine Learning for Real World Applications

A Hybrid MOGA-CSP for Multi-UAV Mission Planning

A Comparison Exercise on Parallel Evaluation of Rosenbrock Function

Tutorial on Evolutionary Robotics

Introduction to Gene Regulatory Networks

Hybridizing Genetic Algorithm with Cross Entropy for Solving Continuous Functions

Embedding Adaptivity in Software Systems using the ECSELR framework

Evaluation-Time Bias in Asynchronous Evolutionary Algorithms

An Improved Co-evolutionary Decomposition-based Algorithm for Bi-level Combinatorial Optimization

Introducing Rule-based Machine Learning: A Practical Guide

Semantic Genetic Programming

Developing Multi-Time Frame Trading Rules with a Trend Following Strategy, using GA

Rethinking Genetic Improvement Programming

On the Selection of Decomposition Methods for Large Scale Fully Non-separable Problems

Is Global Sensitivity Analysis Useful to Evolutionary Computation?

Multimodal Optimization

Evolutionary Computation for Dynamic Optimization Problems

Generating Easy and Hard Problems using the Proximate Optimality Principle

Repairing COTS Router Firmware without Access to Source Code or Test Suites: A Case Study in Evolutionary Software Repair

Symbolic Regression by Grammar-based Multi-Gene Genetic Programming

Dynamically Adding Sensors to the XCS in Multistep Problems: A Sensor Tagging Approach

Continuous Optimization and CMA-ES

Computational Matter: Evolving Computational Solutions in Materials

Fitness as Task-relevant Information Accumulation

Growing and Evolving Vibrationally Actuated Soft Robots

On the Automatic Generation of Efficient Parallel Iterative Sorting Algorithms

Representations for Evolutionary Algorithms

Empirical Scaling Analyser: An Automated System for Empirical Analysis of Performance Scaling

A Method Based on Interactive Evolutionary Computation for Increasing the Effectiveness of Advertisement Texts

Genetic C Programming with Probabilistic Evaluation

Parameter-less Evolutionary Portfolio: First Experiments

Hard Test Generation for Maximum Flow Algorithms with the Fast Crossover-Based Evolutionary Algorithm

An Empirical Comparison of Genetically Evolved Programs and Evolved Neural Networks for Multi-agent Systems Operating under Dynamic Environments

A Parallel MOEA/D Generating Solutions in Minimum Overlapped Update Ranges of Solutions

An Evolutionary Algorithm for Weighted Graph Coloring Problem

In Search of Optimal Linkage Trees

A Comparative Study of Synchronization of Parallel ACO on Multi-core Processor

Variance Reduction in Population-Based Optimization: Application to Unit Commitment

Evolving Self-Adaptive Tabu Search Algorithm for Storage Location Assignment Problems

Solving Euclidean Steiner Tree Problems with Multi Swarm Optimization

An Improved Artificial Fish Swarm Algorithm in Image Segmentation application

Learning from Demonstration for Distributed, Encapsulated Evolution of Autonomous Outdoor Robots

Optimizing Performance of L1 Cache Memory for Embedded Systems driven by Differential Evolution

A Multi-objective Evolutionary Algorithm for Rule-based Performance Optimization at Software Architecture Level

Performance Comparison of Ant Colony Algorithms for the Scheduling of Steel Production Lines

Infeasibility Driven Evolutionary Algorithm with the Anticipation Mechanism for the Reaching Goal in Dynamic Constrained Inverse Kinematics

Insertion of Artificial Individuals to Increase the Diversity of Multiobjective Evolutionary Algorithms

Learning Based Control of a Fuel Cell Turbine Hybrid Power System

Runtime Analysis of Evolutionary Diversity Optimization and the Vertex Cover Problem

Evolving Smart Initial Layouts for Force-Directed Graph Drawing

Identification of Switched Models in Non-Stationary Time Series based on Coordinate-Descent and Genetic Algorithm

Selection Hyper-Heuristic Using a Portfolio of Derivative Heuristics

A Memetic Algorithm for Protein Structure Prediction based on Conformational Preferences of Aminoacid Residues

New Adaptive Selection Strategies for Distributed Adaptive Metaheuristic Selection

A Multimodal Optimization and Surprise Based Consensus Community Detection Algorithm

Trading Off Resource Utilization and Task Migrations in Dynamic Load-balancing

A Comparative Study Use of OTL for Many-objective Optimization

An Adeaptive Method of Hungarian Mating Schemes in Genetic Algorithms

A Search Based Approach Towards Robust Optimization in Software Product Line Scoping

Enhancing Incremental Ant Colony Algorithm for Continuous Global Optimization

Renumber Coevolutionary Multiswarm Particle Swarm Optimization for Multi-objective Workflow Scheduling on Cloud Computing Environment

When Hillclimbers Beat Genetic Algorithms in Multimodal Optimization

Multi-objective Optimization of Sensor Placement to Detect Contamination in Water Distribution Networks

Heuristic Search by Particle Swarm Optimization of Boolean Functions for Cryptographic Applications

Averaged Hausdorff Approximations of Pareto Fronts based on Multiobjective Estimation of Distribution Algorithms

Asynchronous Parallel Evolutionary Algorithms: Leveraging Heterogeneous Fitness Evaluation Times for Scalability and Elitist Parsimony Pressure

Estimating and Predicting Average Likability on Computer-Generated Artwork Variants

Handling Crossover Bias to Improve Diversity in Multiobjective Evolutionary Optimization

Wave: A Genetic Programming Approach to Divide and Conquer

MOGCLA: A Multi-Objective Genetic Clustering Algorithm for Large Data Analysis.

A Reliable and Computationally Cheap Approach for Finding Robust Optimal Solutions

Avoiding Overfitting in Symbolic Regression Using the First Order Derivative of GP Trees

Fast Pareto Front Approximation for Cloud Instance Pool Optimization

Using Novelty-Biased GA to Sample Diversity in Graphs Satisfying Constraints

Social Specialization of Space: Clustering Households on the French Riviera

On the Model Selection of Bernoulli Restricted Boltzmann Machines Through Harmony Search

A Single Population Genetic Programming based Ensemble Learning Approach to Job Shop Scheduling

Imbalanced Classification Using Genetically Optimized Random Forests

Selection of Auxiliary Objectives in the Travelling Salesman Problem using Reinforcement Learning

Cartesian Genetic Programming Approach for Generating Substitution Boxes of Different Sizes

Denoising Autoencoders for Fast Combinatorial Black Box Optimization

On the Uselessness of Finite Benchmarks to Assess Evolutionaryand Swarm Methods

Explanation of Stagnation at Points that are not Local Optima in Particle Swarm Optimization by Potential Analysis

Exploiting Evolutionary Computation in an Industrial Flow for the Development of Code-Optimized Microprocessor Test Programs

A Collaborative Strategy to Reduce Initial Setup Requirements of ParamILS using EvoCa

Using Anti-pheromone to Identify Core Objects for Multidimensional Knapsack Problems: A Two-step Ants based Approach

Evolving Neurocontrollers for the Control of Information Diffusion in Social Networks

Evolutionary Cross-Domain Hyper-Heuristics

Grid Diversity Operator for Some Population-Based Optimization Algorithms

Multi-objective NM-Landscapes

An Algebraic Differential Evolution for the Linear Ordering Problem

Potential-Field-Based Unit Behavior Optimization for Balancing in StarCraft II

Momentum Enhanced Neuroevolution

A Novel Heuristic Generator for JSSP Using a Tree-Based Representation of Dispatching Rules

Pyramidal Neural Networks with Variable Receptive Fields Designed by Genetic Algorithms

A Hybrid Particle Swarm Optimization for Solving Vehicle Routing Problem with Time Windows

Evolutionary Search for An Accurate Contour Segmentation in Histopathological Images

A Note on Multi-Funnel Functions for Expensive Optimization Scenario

An Effective Approach for Adapting the Size of Subcomponents in Large-Scale Optimization with Cooperative Coevolution

A Grid-facilitated AIS-based Network Scheme for Many-objective Optimization

Recurrent Cartesian Genetic Programming Applied to Series Forecasting

Automatic Tuning of Standard PSO Versions

Multi-Modal Employee Routing with Time Windows in an Urban Environment

Evolutionary Approximation of Complex Digital Circuits

Classifying Maritime Vessels from Satellite Imagery with HyperNEAT

Impact of Speciation Heuristic on Crossover and Search in NEAT

Dimensionality Reduction in Many-objective Problems Combining PCA and Spectral Clustering

Crowdseeding Robot Design

A Dimension-Decreasing Particle Swarm Optimization Method for Portfolio Optimization

Efficient Sampling with Small Populations: a Genetic Algorithm Satisfying Detailed Balance

Software System for Container Vessel Stowage Planning using Genetic Algorithm

The Programming Game: Evaluating MCTS as an Alternative to GP for Symbolic Regression

Enable the XCS to Dynamically Learn Multiple Problems: A Sensor Tagging Approach

Complete Multi-Objective Coverage with PaCcET

Model Selection and Overfitting in Genetic Programming: Empirical Study

Evolving Diverse Collective Behaviors Independent of Swarm Density

Content Provider	ACM Digital Library
Author	Zahadat, Payam Hamann, Heiko Schmickl, Thomas
Abstract	There are multiple different ways of implementing artificial evolution of collective behaviors. Besides a classical offline evolution approach, there is, for example, the option of environment-driven distributed evolutionary adaptation in the form of an artificial ecology [2] and more generally there is the approach of embodied evolution [1,3,6]. Another recently reported approach is the application of novelty search to swarm robotics [5]. In the following, we report an extension of the approach of [7]. The underlying concept is an information-theoretic analogon to thermodynamic (Helmholtz) free energy [8]. The assumption is that the brain is permanently trying to predict future perceptions and that minimizing the prediction error is basically inherent to brains. This is defined by the 'free-energy principle' of [4]. The struggle for prediction success requires a complementary force that represents curiosity and exploration. In this abstract we present an extended method called diverse-prediction that rewards not only for correct predictions but also for each visited sensory state. This proves to be a better approach compared to the method prediction that was reported before[7].
Starting Page	1245
Ending Page	1246
Page Count	2
File Format	PDF
ISBN	9781450334884
DOI	10.1145/2739482.2768492
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2015-07-11
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Diversity Evolutionary adaptation Prediction Collective behaviors
Content Type	Text
Resource Type	Article

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