Endre søk
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annet format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annet språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf
A peek into the black box: exploring classifiers by randomization
Stockholms universitet, Samhällsvetenskapliga fakulteten, Institutionen för data- och systemvetenskap.
Stockholms universitet, Samhällsvetenskapliga fakulteten, Institutionen för data- och systemvetenskap.
Vise andre og tillknytning
2014 (engelsk)Inngår i: Data mining and knowledge discovery, ISSN 1384-5810, E-ISSN 1573-756X, Vol. 28, nr 5-6, 1503-1529 s.Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

Classifiers are often opaque and cannot easily be inspected to gain understanding of which factors are of importance. We propose an efficient iterative algorithm to find the attributes and dependencies used by any classifier when making predictions. The performance and utility of the algorithm is demonstrated on two synthetic and 26 real-world datasets, using 15 commonly used learning algorithms to generate the classifiers. The empirical investigation shows that the novel algorithm is indeed able to find groupings of interacting attributes exploited by the different classifiers. These groupings allow for finding similarities among classifiers for a single dataset as well as for determining the extent to which different classifiers exploit such interactions in general.

sted, utgiver, år, opplag, sider
2014. Vol. 28, nr 5-6, 1503-1529 s.
Emneord [en]
Classifiers, Randomization
HSV kategori
Identifikatorer
URN: urn:nbn:se:su:diva-107795DOI: 10.1007/s10618-014-0368-8ISI: 000341085700014OAI: oai:DiVA.org:su-107795DiVA: diva2:753016
Merknad

AuthorCount:5;

Tilgjengelig fra: 2014-10-06 Laget: 2014-09-29 Sist oppdatert: 2014-10-06bibliografisk kontrollert

Open Access i DiVA

Fulltekst mangler

Andre lenker

Forlagets fulltekst

Søk i DiVA

Av forfatter/redaktør
Boström, HenrikAsker, LarsPapapetrou, Panagiotis
Av organisasjonen
I samme tidsskrift
Data mining and knowledge discovery

Søk utenfor DiVA

GoogleGoogle Scholar

Altmetric

Totalt: 40 treff
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annet format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annet språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf