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Comparative study of methods for combining artificial immune systems and random local search

  • Computer Vision Laboratory
  • ITMO University

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (ISBN)

Crynodeb

Construction of a new efficient algorithm from several simple ones is an actively researched area and it includes such approaches as operator selection with reinforcement learning, hybridisation, memetic algorithms etc. Artificial immune systems and random local search have remarkable differences in the structure of mutation operators, so they demonstrate different behaviour during optimization process. Combination of mutation operators from these two groups of algorithms may produce a new algorithm which is efficient on fixed budget and reaches optimum within reasonable time bounds. To the best of our knowledge, this is the first attempt to compare different approaches which combine AIS with other optimization heuristic.

Iaith wreiddiolSaesneg
TeitlMENDEL 2016 - 22nd International Conference on Soft Computing
Is-deitlEvolutionary Computation, Genetic Programming, Swarm Intelligence, Fuzzy Logic, Neural Networks, Chaos, Bayesian Methods, Intelligent Image Processing, Bio-Inspired Robotics
GolygyddionMatousek Radek
CyhoeddwrBrno University of Technology
Tudalennau87-94
Nifer y tudalennau8
ISBN (Electronig)9788021453654
StatwsCyhoeddwyd - 2016
Cyhoeddwyd yn allanolIe
Digwyddiad22nd International Conference on Soft Computing: Evolutionary Computation, Genetic Programming, Swarm Intelligence, Fuzzy Logic, Neural Networks, Chaos, Bayesian Methods, Intelligent Image Processing, Bio-Inspired Robotics, MENDEL 2016 - Brno, Y Weriniaeth Tsiec
Hyd: 08 Meh 201610 Meh 2016

Cyfres gyhoeddiadau

EnwMendel
ISSN (Argraffiad)1803-3814

Cynhadledd

Cynhadledd22nd International Conference on Soft Computing: Evolutionary Computation, Genetic Programming, Swarm Intelligence, Fuzzy Logic, Neural Networks, Chaos, Bayesian Methods, Intelligent Image Processing, Bio-Inspired Robotics, MENDEL 2016
Gwlad/TiriogaethY Weriniaeth Tsiec
DinasBrno
Cyfnod08 Meh 201610 Meh 2016

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