About the dynamics of essential genetic information: an empirical analysis for selected GA-variants
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation
Classification of tumor marker values using heuristic data mining methods
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Symbolic regression using nearest neighbor indexing
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Analysis of the dynamics of allele distribution for some selected GA-variants
INES'10 Proceedings of the 14th international conference on Intelligent engineering systems
Optimizing resource allocation for scientific workflows using advance reservations
SSDBM'10 Proceedings of the 22nd international conference on Scientific and statistical database management
LSMS/ICSEE'10 Proceedings of the 2010 international conference on Life system modeling and simulation and intelligent computing, and 2010 international conference on Intelligent computing for sustainable energy and environment: Part II
Human-oriented image retrieval of optimized multi-feature via genetic algorithm
ICICA'10 Proceedings of the First international conference on Information computing and applications
GA optimization of Petri net-modeled concurrent service systems
Applied Soft Computing
Coupling simulation with heuristiclab to solve facility layout problems
Winter Simulation Conference
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
On the performance of evolutionary algorithms in biomedical keyword clustering
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Evolution of legacy system comprehensibility through automated refactoring
Proceedings of the International Workshop on Machine Learning Technologies in Software Engineering
Software framework for vehicle routing problem with hybrid metaheuristic algorithms
ACC'11/MMACTEE'11 Proceedings of the 13th IASME/WSEAS international conference on Mathematical Methods and Computational Techniques in Electrical Engineering conference on Applied Computing
Optimization of parameter settings for genetic algorithms in music segmentation
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
Heuristic power scheduling of electric vehicle battery charging based on discrete event simulation
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
Combination and comparison of different genetic encodings for the vehicle routing problem
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
Application of symbolic regression on blast furnace and temper mill datasets
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
EUROCAST'11 Proceedings of the 13th international conference on Computer Aided Systems Theory - Volume Part I
Economic-based resource allocation for reliable Grid-computing service based on Grid Bank
Future Generation Computer Systems
Design and construction of a one-dimensional DNA track for an artificial molecular motor
Journal of Nanomaterials - Special issue on 1D Nanomaterials 2011
Initialization procedures for multiobjective evolutionary approaches to the segmentation issue
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Evolutionary optimization of multi-agent controlstrategies for electric vehicle charging
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Evolutionary prediction of photovoltaic power plant energy production
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Prediction of dental milling time-error by flexible neural trees and fuzzy rules
IDEAL'12 Proceedings of the 13th international conference on Intelligent Data Engineering and Automated Learning
Genetic algorithms-based symbolic aggregate approximation
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
Knowledge discovery through symbolic regression with heuristiclab
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Proceedings of the Winter Simulation Conference
On text preprocessing for opinion mining outside of laboratory environments
AMT'12 Proceedings of the 8th international conference on Active Media Technology
The colour and texture - a novel image retrieval technology based on human vision
International Journal of Innovative Computing and Applications
Evolutionary algorithm based control policies for flexible optimal power flow over time
EvoApplications'13 Proceedings of the 16th European conference on Applications of Evolutionary Computation
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Effects of constant optimization by nonlinear least squares minimization in symbolic regression
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Visualization of genetic lineages and inheritance information in genetic programming
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Genetic programming enabled evolution of control policies for dynamic stochastic optimal power flow
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
An examination of evolved behavior in two reinforcement learning systems
Decision Support Systems
Towards new directions of data mining by evolutionary fuzzy rules and symbolic regression
Computers & Mathematics with Applications
Information Sciences: an International Journal
Geometrical and physical optimization of a photovoltaic cell by means of a genetic algorithm
Journal of Computational Electronics
Integrated Computer-Aided Engineering
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Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications discusses algorithmic developments in the context of genetic algorithms (GAs) and genetic programming (GP). It applies the algorithms to significant combinatorial optimization problems and describes structure identification using HeuristicLab as a platform for algorithm development.The book focuses on both theoretical and empirical aspects. The theoretical sections explore the important and characteristic properties of the basic GA as well as main characteristics of the selected algorithmic extensions developed by the authors. In the empirical parts of the text, the authors apply GAs to two combinatorial optimization problems: the traveling salesman and capacitated vehicle routing problems. To highlight the properties of the algorithmic measures in the field of GP, they analyze GP-based nonlinear structure identification applied to time series and classification problems. Written by core members of the HeuristicLab team, this book provides a better understanding of the basic workflow of GAs and GP, encouraging readers to establish new bionic, problem-independent theoretical concepts. By comparing the results of standard GA and GP implementation with several algorithmic extensions, it also shows how to substantially increase achievable solution quality.