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EVOLVE – A Bridge between Probability, Set Oriented Numerics and Evolutionary Computation VII: Studies in Computational Intelligence, cartea 662

Editat de Michael Emmerich, André Deutz, Oliver Schütze, Pierrick Legrand, Emilia Tantar, Alexandru-Adrian Tantar
en Limba Engleză Paperback – 20 iul 2018
This book comprises nine selected works on numerical and computational methods for solving multiobjective optimization, game theory, and machine learning problems. It provides extended versions of selected papers from various fields of science such as computer science, mathematics and engineering that were presented at EVOLVE 2013 held in July 2013 at Leiden University in the Netherlands. The internationally peer-reviewed papers include original work on important topics in both theory and applications, such as the role of diversity in optimization, statistical approaches to combinatorial optimization, computational game theory, and cell mapping techniques for numerical landscape exploration. Applications focus on aspects including robustness, handling multiple objectives, and complex search spaces in engineering design and computational biology.
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Specificații

ISBN-13: 9783319841335
ISBN-10: 3319841335
Ilustrații: VIII, 210 p. 75 illus., 36 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.31 kg
Ediția:Softcover reprint of the original 1st ed. 2017
Editura: Springer International Publishing
Colecția Springer
Seria Studies in Computational Intelligence

Locul publicării:Cham, Switzerland

Cuprins

A Survey of Diversity Oriented Optimization: Problems, Indicators, and Algorithms.- Global Multi-Objective Optimization by Means of Cell Mapping Techniques.- Percentile via Polynomial Chaos Expansion:  Bridging Robust Optimization with Reliability.- Evolutionary Equilibrium Detection in Multicriteria Games.- A New Estimation of Distribution Algorithm for Nash Equilibria Detection.- Multi-Objective Optimisation by Self-Adaptive Evolutionary Algorithm.- Evidence Based Multidisciplinary Robust Optimization for Mars Micro Entry Probe Design.- A Simulation-Based Algorithm for the Probabilistic Traveling Salesman Problem.- Average Cuboid Volume as a Convergence Indicator and Selection Criterion for Multi-Objective Biochemical Optimization.

Caracteristici

Comprises nine selected works on numerical and computational methods for solving multiobjective optimization, game theory, and machine learning problems Presents selected results of the EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation meeting held in Leiden, Netherlands in July 2013 Offers the latest research on probability, set-oriented numerics and evolutionary computation Includes supplementary material: sn.pub/extras