Editors:
Part of the book series: Lecture Notes in Computer Science (LNCS, volume 11102)
Part of the book sub series: Theoretical Computer Science and General Issues (LNTCS)
Conference series link(s): PPSN: International Conference on Parallel Problem Solving from Nature
Conference proceedings info: PPSN 2018.
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Table of contents (39 papers)
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Front Matter
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Runtime Analysis and Approximation Results
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Front Matter
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Fitness Landscape Modeling and Analysis
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Front Matter
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Other Volumes
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Parallel Problem Solving from Nature – PPSN XV
About this book
This two-volume set LNCS 11101 and 11102 constitutes the refereed proceedings of the 15th International Conference on Parallel Problem Solving from Nature, PPSN 2018, held in Coimbra, Portugal, in September 2018.
The 79 revised full papers were carefully reviewed and selected from 205 submissions. The papers cover a wide range of topics in natural computing including evolutionary computation, artificial neural networks, artificial life, swarm intelligence, artificial immune systems, self-organizing systems, emergent behavior, molecular computing, evolutionary robotics, evolvable hardware, parallel implementations and applications to real-world problems. The papers are organized in the following topical sections: numerical optimization; combinatorial optimization; genetic programming; multi-objective optimization; parallel and distributed frameworks; runtime analysis and approximation results; fitness landscape modeling and analysis; algorithm configuration, selection, and benchmarking; machine learning and evolutionary algorithms; and applications. Also included are the descriptions of 23 tutorials and 6 workshops which took place in the framework of PPSN XV.
Keywords
- artificial intelligence
- combinatorial optimization
- differential evolution
- evolutionary algorithms
- evolutionary computation
- genetic algorithms
- genetic programming
- heuristic methods
- learning algorithms
- local optima
- metaheuristics
- multiobjective optimization
- pareto principle
- particle swarm optimization (pso)
- probability
- problem solving
- search algorithms
- semantics
- simulated annealing
- traveling salesman problem
Editors and Affiliations
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Inria Saclay, Palaiseau, France
Anne Auger
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University of Coimbra, Coimbra, Portugal
Carlos M. Fonseca, Nuno Lourenço, Penousal Machado, Luís Paquete
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Colorado State University, Fort Collins, USA
Darrell Whitley
Bibliographic Information
Book Title: Parallel Problem Solving from Nature – PPSN XV
Book Subtitle: 15th International Conference, Coimbra, Portugal, September 8–12, 2018, Proceedings, Part II
Editors: Anne Auger, Carlos M. Fonseca, Nuno Lourenço, Penousal Machado, Luís Paquete, Darrell Whitley
Series Title: Lecture Notes in Computer Science
DOI: https://doi.org/10.1007/978-3-319-99259-4
Publisher: Springer Cham
eBook Packages: Computer Science, Computer Science (R0)
Copyright Information: Springer Nature Switzerland AG 2018
Softcover ISBN: 978-3-319-99258-7Published: 22 August 2018
eBook ISBN: 978-3-319-99259-4Published: 30 August 2018
Series ISSN: 0302-9743
Series E-ISSN: 1611-3349
Edition Number: 1
Number of Pages: XXI, 501
Number of Illustrations: 95 b/w illustrations
Topics: Artificial Intelligence, Algorithm Analysis and Problem Complexity, Numeric Computing, Discrete Mathematics in Computer Science, Probability and Statistics in Computer Science, Models and Principles