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
Towards Application-specific Evaluation Metrics
Ansvarlig organisasjon
2008 (engelsk)Konferansepaper, Publicerat paper (Fagfellevurdert) Published
Abstract [en]

Classifier evaluation has historically been conducted by estimating predictive accuracy via cross-validation tests or similar methods. More recently, ROC analysis has been shown to be a good alternative. However, the characteristics vary greatly between problem domains and it has been shown that some evaluation metrics are more appropriate than others in certain cases. We argue that different problems have different requirements and should therefore make use of evaluation metrics that correspond to the relevant requirements. For this purpose, we motivate the need for generic multi-criteria evaluation methods, i.e., methods that dictate how to integrate metrics but not which metrics to integrate. We present such a generic evaluation method and discuss how to select metrics on the basis of the application at hand.

sted, utgiver, år, opplag, sider
Helsinki, 2008.
HSV kategori
Identifikatorer
URN: urn:nbn:se:bth-8553Lokal ID: oai:bth.se:forskinfoF9C495DF02D8E52FC125748A0057CE57OAI: oai:DiVA.org:bth-8553DiVA, id: diva2:836279
Konferanse
The 3rd workshop on Evaluation Methods for Machine Learning
Tilgjengelig fra: 2012-09-18 Laget: 2008-07-18 Sist oppdatert: 2018-01-11bibliografisk kontrollert

Open Access i DiVA

fulltekst(50 kB)114 nedlastinger
Filinformasjon
Fil FULLTEXT01.pdfFilstørrelse 50 kBChecksum SHA-512
09e2dfebade32f6a6f94e6dda06f311fe97d8c181345a7f337284d891ca6d667cc16bf776741544983f2b2b9d3bb81063f856385303029dde32d81b3656ce60b
Type fulltextMimetype application/pdf

Person

Lavesson, Niklas

Søk i DiVA

Av forfatter/redaktør
Lavesson, Niklas

Søk utenfor DiVA

GoogleGoogle Scholar
Totalt: 114 nedlastinger
Antall nedlastinger er summen av alle nedlastinger av alle fulltekster. Det kan for eksempel være tidligere versjoner som er ikke lenger tilgjengelige

urn-nbn

Altmetric

urn-nbn
Totalt: 122 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