Parallel Problem Solving from Nature - PPSN XV, 1st ed. 2018 15th International Conference, Coimbra, Portugal, September 8-12, 2018, Proceedings, Part II Theoretical Computer Science and General Issues Series
Coordonnateurs : Auger Anne, Fonseca Carlos M., Lourenço Nuno, Machado Penousal, Paquete Luís, Whitley Darrell
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.
Date de parution : 08-2018
Ouvrage de 501 p.
15.5x23.5 cm
Thèmes de Parallel Problem Solving from Nature - PPSN XV :
Mots-clés :
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