hh.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Selecting features with neural networks
Halmstad University, School of Information Technology, Halmstad Embedded and Intelligent Systems Research (EIS).ORCID iD: 0000-0003-2185-8973
2001 (English)In: Neural Information Precessing: ICONIP-2001 proceedings / [ed] Liming Zhang; Fanji Gu, Shanghai: Fudan University Press, 2001, p. 63-68Conference paper, Published paper (Refereed)
Abstract [en]

We present a neural network based approach for identifying salient features for classification in feed-forward neural networks. Our approach involves neural network training with an augmented cross-entropy error function. The augmented error function forces the neural network to keep low derivatives of the transfer functions of neurons when learning a classification task. Such an approach reduces output sensitivity to the input changes. Feature selection is based on the reaction of the cross-validation data set classification error due to the removal of the individual features. We compared the approach with five other feature selection methods, each of which banks on different concept. The algorithm developed outperformed the other methods by achieving a higher classification accuracy on all the problems tested.

Place, publisher, year, edition, pages
Shanghai: Fudan University Press, 2001. p. 63-68
Keyword [en]
Computer Science, Artificial Intelligence, Computer Science, Hardware & Architecture, Robotics
National Category
Robotics
Identifiers
URN: urn:nbn:se:hh:diva-18773ISI: 000176058200017ISBN: 7-309-03012-5 (print)OAI: oai:DiVA.org:hh-18773DiVA, id: diva2:545121
Conference
8th International Conference on Neural Information Processing (ICONIP 2001), SHANGHAI, PEOPLES R CHINA, NOV 14-18, 2001
Available from: 2012-08-17 Created: 2012-06-25 Last updated: 2017-05-23Bibliographically approved

Open Access in DiVA

No full text in DiVA

Authority records BETA

Verikas, Antanas

Search in DiVA

By author/editor
Verikas, Antanas
By organisation
Halmstad Embedded and Intelligent Systems Research (EIS)
Robotics

Search outside of DiVA

GoogleGoogle Scholar

isbn
urn-nbn

Altmetric score

isbn
urn-nbn
Total: 105 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf