Selection Of auxiliary objectives in artificial immune systems: Initial explorations

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

Crynodeb

Multi-objectivization of artificial immune systems (AIS) is considered for several discrete optimization problems with certain properties. It is performed by adding auxiliary objectives which are selected online using reinforcement learning. The results suggest that using auxiliary objectives may help to improve performance of AIS. It is also shown that reinforcement learning is able to ignore inefficient auxiliary objective in AIS, as it is in EA. To the best of our knowledge, this is the first attempt to study effects of multi-objectivization on AIS.

Iaith wreiddiolSaesneg
Teitl21st 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, MENDEL 2015
GolygyddionM. Radek
CyhoeddwrBrno University of Technology
Tudalennau47-52
Nifer y tudalennau6
Cyfrol2015-January
StatwsCyhoeddwyd - 2015
Cyhoeddwyd yn allanolIe
Digwyddiad21st 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 2015 - Brno, Y Weriniaeth Tsiec
Hyd: 23 Meh 201525 Meh 2015

Cyfres gyhoeddiadau

EnwMendel
ISSN (Argraffiad)1803-3814

Cynhadledd

Cynhadledd21st 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 2015
Gwlad/TiriogaethY Weriniaeth Tsiec
DinasBrno
Cyfnod23 Meh 201525 Meh 2015

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