EM algorithm for GTM-FS


Autoria(s): Maniyar, Dharmesh M.; Nabney, Ian T.
Data(s)

02/11/2005

Resumo

We propose a generative topographic mapping (GTM) based data visualization with simultaneous feature selection (GTM-FS) approach which not only provides a better visualization by modeling irrelevant features ("noise") using a separate shared distribution but also gives a saliency value for each feature which helps the user to assess their significance. This technical report presents a varient of the Expectation-Maximization (EM) algorithm for GTM-FS.

Formato

application/pdf

Identificador

http://eprints.aston.ac.uk/1386/1/NCRG_2005_012.pdf

Maniyar, Dharmesh M. and Nabney, Ian T. (2005). EM algorithm for GTM-FS. Technical Report. Aston University, Birmingham.

Publicador

Aston University

Relação

http://eprints.aston.ac.uk/1386/

Tipo

Monograph

NonPeerReviewed