his.sePublications
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • 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
Reducing Complexity of Rule Extraction from Prediction RNNs trough Domain Interaction
University of Skövde, School of Humanities and Informatics.
University of Skövde, School of Humanities and Informatics.
2003 (English)Report (Other academic)
Abstract [en]

This paper presents a quantitative investigation of the differences between rule extraction through breadth first search and through sampling the states of the RNN in interaction with its domain. We show that for an RNN trained to predict symbol sequences in formal grammar domains, the breadth first search is especially inefficient for languages sharing properties with realistic real world domains. We also identify some important research issues, needed to be resolved to ensure further development in the field of rule extraction from RNNs.

Place, publisher, year, edition, pages
Skövde: Institutionen för kommunikation och information , 2003. , 8 p.
Series
IKI Technical Reports, HS-IDA-TR-03-007
National Category
Information Science
Identifiers
URN: urn:nbn:se:his:diva-1267OAI: oai:DiVA.org:his-1267DiVA: diva2:2403
Available from: 2008-06-17 Created: 2008-06-17 Last updated: 2010-04-08

Open Access in DiVA

fulltext(119 kB)147 downloads
File information
File name FULLTEXT01.pdfFile size 119 kBChecksum MD5
bfcbf5e3868927cbae1e6c43dc43b90142e35a19efcb03098ed334786b572a83eabc801e
Type fulltextMimetype application/pdf

Search in DiVA

By author/editor
Ziemke, Tom
By organisation
School of Humanities and Informatics
Information Science

Search outside of DiVA

GoogleGoogle Scholar
Total: 147 downloads
The number of downloads is the sum of all downloads of full texts. It may include eg previous versions that are now no longer available

Total: 93 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • harvard1
  • 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