Abstract
Imagine now that each PSO particle can also change its dimension, which means that they have the ability to jump to another (solution space) dimension as they see fit. In that dimension they simply do regular PSO moves but in any iteration they can still jump to any other dimension. In this chapter we shall show how the design of PSO particles is extended into Multi-dimensional PSO (MD PSO) particles so as to perform interdimensional jumps without altering or breaking the natural PSO concept.
If you want your children to be intelligent, read them fairy tales. If you want them to be more intelligent, read them more fairy tales.
Albert Einstein
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
A. Abraham, S. Das and S. Roy, “Swarm Intelligence Algorithms for Data Clustering”, in Soft Computing for Knowledge Discovery and Data Mining book, Part IV, pp. 279-313, Oct. 25, 2007
M.G. Omran, A. Salman, A.P. Engelbrecht, Dynamic Clustering using Particle Swarm Optimization with Application in Image Segmentation. In Pattern Analysis and Applications 8, 332–344 (2006)
G-J Qi, X-S Hua, Y. Rui, J. Tang, H.-J. Zhang, “Image Classification With Kernelized Spatial-Context,” IEEE Trans. on Multimedia, vol.12, no.4, pp.278-287, June 2010. doi: 10.1109/TMM.2010.2046270
M. G. Omran, A. Salman, and A.P. Engelbrecht, Particle Swarm Optimization for Pattern Recognition and Image Processing, Springer Berlin, 2006
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
Copyright information
© 2014 Springer-Verlag Berlin Heidelberg
About this chapter
Cite this chapter
Kiranyaz, S., Ince, T., Gabbouj, M. (2014). Multi-dimensional Particle Swarm Optimization. In: Multidimensional Particle Swarm Optimization for Machine Learning and Pattern Recognition. Adaptation, Learning, and Optimization, vol 15. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-37846-1_4
Download citation
DOI: https://doi.org/10.1007/978-3-642-37846-1_4
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-37845-4
Online ISBN: 978-3-642-37846-1
eBook Packages: EngineeringEngineering (R0)