Endre søk
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • harvard1
  • 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
User-oriented Assessment of Classification Model Understandability
Ansvarlig organisasjon
2011 (engelsk)Konferansepaper, Publicerat paper (Fagfellevurdert) Published
Abstract [en]

This paper reviews methods for evaluating and analyzing the understandability of classification models in the context of data mining. The motivation for this study is the fact that the majority of previous work has focused on increasing the accuracy of models, ignoring user-oriented properties such as comprehensibility and understandability. Approaches for analyzing the understandability of data mining models have been discussed on two different levels: one is regarding the type of the models’ presentation and the other is considering the structure of the models. In this study, we present a summary of existing assumptions regarding both approaches followed by an empirical work to examine the understandability from the user’s point of view through a survey. The results indicate that decision tree models are more understandable than rule-based models. Using the survey results regarding understandability of a number of models in conjunction with quantitative measurements of the complexity of the models, we are able to establish correlation between complexity and understandability of the models.

sted, utgiver, år, opplag, sider
Trondheim: IOS Press , 2011.
Emneord [en]
Classification, Understandability, Evaluation
HSV kategori
Identifikatorer
URN: urn:nbn:se:bth-7559Lokal ID: oai:bth.se:forskinfo2184C9451AEEDBDFC125789A002BE427ISBN: 978-1-60750-753-6 (tryckt)OAI: oai:DiVA.org:bth-7559DiVA, id: diva2:835184
Konferanse
11th Scandinavian Conference on Artificial Intelligence
Tilgjengelig fra: 2012-09-18 Laget: 2011-05-24 Sist oppdatert: 2018-01-11bibliografisk kontrollert

Open Access i DiVA

fulltekst(340 kB)834 nedlastinger
Filinformasjon
Fil FULLTEXT01.pdfFilstørrelse 340 kBChecksum SHA-512
f1dff258653a57f2bf9a51549a15d153dcec17b39edafc72b8eafc59b31b1db55ba19b5e2aaebeaf1a40805d2d2b7ed2a08152f56ad8850f1bf29235bab0cb84
Type fulltextMimetype application/pdf

Personposter BETA

Lavesson, Niklas

Søk i DiVA

Av forfatter/redaktør
Lavesson, Niklas

Søk utenfor DiVA

GoogleGoogle Scholar
Totalt: 834 nedlastinger
Antall nedlastinger er summen av alle nedlastinger av alle fulltekster. Det kan for eksempel være tidligere versjoner som er ikke lenger tilgjengelige

isbn
urn-nbn

Altmetric

isbn
urn-nbn
Totalt: 995 treff
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • harvard1
  • 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