Graphics hardware implementation of the Parameter-Less Self-Organising Map

15Citations
Citations of this article
15Readers
Mendeley users who have this article in their library.
Get full text

Abstract

This paper presents a highly parallel implementation of a new type of Self-Organising Map (SOM) using graphics hardware. The Parameter-Less SOM smoothly adapts to new data while preserving the mapping formed by previous data. It is therefore in principle highly suited for interactive use, however for large data sets the computational requirements are prohibitive. This paper will present an implementation on commodity graphics hardware which uses two forms of parallelism to significantly reduce this barrier. The performance is analysed experimentally and algorithmically. An advantage to using graphics hardware is that visualisation is essentially "free", thus increasing its suitability for interactive exploration of large data sets. © Springer-Verlag Berlin Heidelberg 2005.

Cite

CITATION STYLE

APA

Campbell, A., Berglund, E., & Streit, A. (2005). Graphics hardware implementation of the Parameter-Less Self-Organising Map. In Lecture Notes in Computer Science (Vol. 3578, pp. 343–350). Springer Verlag. https://doi.org/10.1007/11508069_45

Register to see more suggestions

Mendeley helps you to discover research relevant for your work.

Already have an account?

Save time finding and organizing research with Mendeley

Sign up for free