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  1. Swarm Intelligence
  2. Swarm Intelligence : Volume 6
  3. Swarm Intelligence : Volume 6, Issue 3, September 2012
  4. Training feedforward neural networks with dynamic particle swarm optimisation
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Swarm Intelligence : Volume 11
Swarm Intelligence : Volume 10
Swarm Intelligence : Volume 9
Swarm Intelligence : Volume 8
Swarm Intelligence : Volume 7
Swarm Intelligence : Volume 6
Swarm Intelligence : Volume 6, Issue 4, December 2012
Swarm Intelligence : Volume 6, Issue 3, September 2012
A competitive clustering particle swarm optimizer for dynamic optimization problems
An experimental analysis of design choices of multi-objective ant colony optimization algorithms
Training feedforward neural networks with dynamic particle swarm optimisation
Swarm Intelligence : Volume 6, Issue 2, June 2012
Swarm Intelligence : Volume 6, Issue 1, March 2012
Swarm Intelligence : Volume 5
Swarm Intelligence : Volume 4
Swarm Intelligence : Volume 3
Swarm Intelligence : Volume 2
Swarm Intelligence : Volume 1

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Training feedforward neural networks with dynamic particle swarm optimisation

Content Provider SpringerLink
Author Rakitianskaia, A. S. Engelbrecht, A. P.
Copyright Year 2012
Abstract Particle swarm optimisation has been successfully applied to train feedforward neural networks in static environments. Many real-world problems to which neural networks are applied are dynamic in the sense that the underlying data distribution changes over time. In the context of classification problems, this leads to concept drift where decision boundaries may change over time. This article investigates the applicability of dynamic particle swarm optimisation algorithms as neural network training algorithms under the presence of concept drift.
Starting Page 233
Ending Page 270
Page Count 38
File Format PDF
ISSN 19353812
Journal Swarm Intelligence
Volume Number 6
Issue Number 3
e-ISSN 19353820
Language English
Publisher Springer US
Publisher Date 2012-09-08
Publisher Place Boston
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Swarm intelligence Particle swarm optimisation Neural networks Dynamic environments Classification Concept drift Artificial Intelligence (incl. Robotics) Computer Communication Networks Communications Engineering, Networks ApplicationMathematics/Computational Methods of Engineering Computer Systems Organization and Communication Networks
Content Type Text
Resource Type Article
Subject Artificial Intelligence
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