Applications of Evolutionary Computation de Giovanni Squillero

Applications of Evolutionary Computation: Lecture Notes in Computer Science, cartea 9597

Giovanni Squillero

Paolo Burelli

en Limba Engleză Paperback – 23 mar 2016

Thetwo volumes LNCS 9597 and 9598 constitute the refereed conference proceedingsof the 19th European Conference on the Applications of Evolutionary Computation,EvoApplications 2016, held in Porto, Portugal, in March/April 2016, co-locatedwith the Evo* 2016 events EuroGP, EvoCOP, and EvoMUSART.
The 57 revised full papers presented together with17 poster papers were carefully reviewed and selected from 115 submissions.EvoApplications 2016 consisted of the following 13 tracks: EvoBAFIN (naturalcomputing methods in business analytics and finance), EvoBIO (evolutionarycomputation, machine learning and data mining in computational biology), EvoCOMNET(nature-inspired techniques for telecommunication networks and other paralleland distributed systems), EvoCOMPLEX (evolutionary algorithms and complex systems),EvoENERGY (evolutionary computation in energy applications), EvoGAMES(bio-inspired algorithms in games), EvoIASP (evolutionary computation in imageanalysis, signal processing, and pattern recognition), EvoINDUSTRY(nature-inspired techniques in industrial settings), EvoNUM (bio-inspiredalgorithms for continuous parameter optimization), EvoPAR (parallelimplementation of evolutionary algorithms), EvoRISK (computational intelligencefor risk management, security and defence applications), EvoROBOT (evolutionaryrobotics), and EvoSTOC (evolutionary algorithms in stochastic and dynamicenvironments).

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Cuprins

EvoBAFIN: Enhanced Multiobjective Population-Based Incremental Learningwith Applications in Risk Treaty Optimization.- Genetic Programming with Memoryfor Financial Trading.- Improving Fitness Functions in Genetic Programming forClassification on Unbalanced Credit Card Data.- Evolving Classification Modelsfor Prediction of Patient Recruitment in Multicentre Clinical Trials Using GrammaticalEvolution.- Portfolio Optimization, a Decision-Support Methodology for SmallBudgets.- Evolutionary Multiobjective Optimization for Portfolios in EmergingMarkets: Contrasting Higher Moments and Median Models.- EvoBIO: OnCombinatorial Optimisation in Analysis of Protein-Protein Interaction andProtein Folding Networks.- A Multi-objective Genetic Programming BiomarkerDetection Approach in Mass Spectrometry Data.- Automating Biomedical Data ScienceThrough Tree-Based Pipeline Optimization.- Bicliques in Graphs with CorrelatedEdges: From Artificial to Biological Networks.- Hybrid Biclustering Algorithmsfor Data Mining.- Discovering Potential Clinical Profiles of Multiple Sclerosisfrom Clinical and Pathological Free Text Data with Constraint Non-negativeMatrix Factorization.- Application of Evolutionary Algorithms for theOptimization of Genetic Regulatory Networks.- EvoCOMNET: A Hybrid DiscreteArtificial Bee Colony Algorithm for the Multicast Routing Problem.- EvolvingCoverage Optimisation Functions for Heterogeneous Networks Using GrammaticalGenetic Programming.- Joint Topology Optimization, Power Control and SpectrumAllocation for Intra-Vehicular Multi-hop Sensor Networks Using Dandelion-EncodedHeuristics.- A Heuristic Crossover Enhanced Evolutionary Algorithm forClustering Wireless Sensor Network.- A Variable Local Search Based MemeticAlgorithm for the Load Balancing Problem in Cloud Computing.- An (MI)LP-BasedPrimal Heuristic for 3-Architecture Connected Facility Location in Urban AccessNetwork Design.- Reducing Efficiency of Connectivity-Splitting Attack onNewscast via Limited Gossip.- A Distributed Intrusion Detection Framework Basedon Evolved Specialized Ensembles of Classifiers.- UAV Fleet Mobility Model withMultiple Pheromones for Tracking Moving Observation Targets.- EvoCOMPLEX: TowardsIntelligent Biological Control: Controlling Boolean Networks with Boolean Networks.-The Emergence of Cooperation in Public Goods Games on Randomly Growing DynamicNetworks.- Influence Maximization in Social Networks with Genetic Algorithms.- MeasuringDiversity of Socio-Cognitively Inspired ACO Search.- Multiwinner Voting inGenetic Algorithms for Solving Ill-Posed Global Optimization Problems.- EvoENERGY:A Decentralized PSO with Decoder for Scheduling Distributed ElectricityGeneration.- Comparison of Multi-objective Evolutionary Optimization in SmartBuilding Scenarios.- Stigmergy-Based Scheduling of Flexible Loads.- ElectricalLoad Pattern Shape Clustering Using Ant Colony Optimization.- Optimization ofOperation and Control Strategies for Battery Energy Storage Systems byEvolutionary Algorithms.- EvoGAMES: Orthogonally Evolved AI to ImproveDifficulty Adjustment in Video Games.- There Can Be only One: Evolving RTS Botsvia Joust Selection.- Constrained Level Generation through Grammar-BasedEvolutionary Algorithms.- Evolving Chess-Like Games Using Relative AlgorithmPerformance Profiles.- Online Evolutionfor Multi-action Adversarial Games.- The Story of Their Lives: Massive ProceduralGeneration of Heroes' Journeys Using Evolved Agent-Based Models and Logical Reasoning.-Dangerousness Metric for Gene Regulated Car Driving.- Using Isovists to EvolveTerrains with Gameplay Elements.- A Spatially-Structured PCG Method for ContentDiversity in a Physics-Based simulation Game.- Design and Evaluation of anExtended Learning Classifier-Based StarCraft Micro AI.- EvoIASP: A WrapperFeature Selection Approach to Classification with Missing Data.- Bare-BoneParticle Swarm Optimisation for Simultaneously Discretising and SelectingFeatures For High-Dimensional Classification.- Mutual Information Estimationfor Filter Based Feature Selection Using Particle Swarm Optimization.- SpeakerVerification on Unbalanced Data with Genetic Programming.- Binary TomographyReconstruction by Particle Aggregation.- Population Based Ant Colony Optimizationfor Reconstructing ECG Signals.- EvoINDUSTRY: Can Evolutionary Algorithms BeatDynamic Programming for Hybrid.- NSGA-II Based Auto-Calibration of AutomaticNumber Plate Recognition Camera for Vehicle Speed Measurement.- Environment-ModelBased Testing with Differential Evolution in an Industrial Setting.- WorkforceScheduling in Inbound Customer Call Centres with a Case Study.