Count on kappa
- Publication type:
- Journal article
- Metadata:
-
- Autoren
- Paul Czodrowski
- Autoren-URL
- https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=fis-test-1&SrcAuth=WosAPI&KeyUT=WOS:000345590000001&DestLinkType=FullRecord&DestApp=WOS_CPL
- DOI
- 10.1007/s10822-014-9759-6
- eISSN
- 1573-4951
- Externe Identifier
- Clarivate Analytics Document Solution ID: AU4OD
- PubMed Identifier: 25012930
- ISSN
- 0920-654X
- Ausgabe der Veröffentlichung
- 11
- Zeitschrift
- JOURNAL OF COMPUTER-AIDED MOLECULAR DESIGN
- Schlüsselwörter
- Kappa statistics
- Cheminformatics
- Machine learning
- Classification
- Paginierung
- 1049 - 1055
- Datum der Veröffentlichung
- 2014
- Status
- Published
- Titel
- Count on kappa
- Sub types
- Article
- Ausgabe der Zeitschrift
- 28
Data source: Web of Science (Lite)
- Other metadata sources:
-
- Autoren
- Paul Czodrowski
- DOI
- 10.1007/s10822-014-9759-6
- eISSN
- 1573-4951
- ISSN
- 0920-654X
- Ausgabe der Veröffentlichung
- 11
- Zeitschrift
- Journal of Computer-Aided Molecular Design
- Sprache
- en
- Online publication date
- 2014
- Paginierung
- 1049 - 1055
- Datum der Veröffentlichung
- 2014
- Status
- Published
- Herausgeber
- Springer Science and Business Media LLC
- Herausgeber URL
- http://dx.doi.org/10.1007/s10822-014-9759-6
- Datum der Datenerfassung
- 2019
- Titel
- Count on kappa
- Ausgabe der Zeitschrift
- 28
Data source: Crossref
- Abstract
- In the 1960s, the kappa statistic was introduced for the estimation of chance agreement in inter- and intra-rater reliability studies. The kappa statistic was strongly pushed by the medical field where it could be successfully applied via analyzing diagnoses of identical patient groups. Kappa is well suited for classification tasks where ranking is not considered. The main advantage of kappa is its simplicity and the general applicability to multi-class problems which is the major difference to receiver operating characteristic area under the curve. In this manuscript, I will outline the usage of kappa for classification tasks, and I will evaluate the role and uses of kappa in specifically machine learning and cheminformatics.
- Addresses
- Merck KGaA, Frankfurter Strasse 250, 64293, Darmstadt, Germany, paul.czodrowski@merckgroup.com.
- Autoren
- Paul Czodrowski
- DOI
- 10.1007/s10822-014-9759-6
- eISSN
- 1573-4951
- Externe Identifier
- PubMed Identifier: 25012930
- Open access
- false
- ISSN
- 0920-654X
- Ausgabe der Veröffentlichung
- 11
- Zeitschrift
- Journal of computer-aided molecular design
- Schlüsselwörter
- Humans
- Data Interpretation, Statistical
- Models, Theoretical
- Artificial Intelligence
- Sprache
- eng
- Medium
- Print-Electronic
- Online publication date
- 2014
- Paginierung
- 1049 - 1055
- Datum der Veröffentlichung
- 2014
- Status
- Published
- Datum der Datenerfassung
- 2014
- Titel
- Count on kappa.
- Sub types
- Journal Article
- Ausgabe der Zeitschrift
- 28
Data source: Europe PubMed Central
- Abstract
- In the 1960s, the kappa statistic was introduced for the estimation of chance agreement in inter- and intra-rater reliability studies. The kappa statistic was strongly pushed by the medical field where it could be successfully applied via analyzing diagnoses of identical patient groups. Kappa is well suited for classification tasks where ranking is not considered. The main advantage of kappa is its simplicity and the general applicability to multi-class problems which is the major difference to receiver operating characteristic area under the curve. In this manuscript, I will outline the usage of kappa for classification tasks, and I will evaluate the role and uses of kappa in specifically machine learning and cheminformatics.
- Date of acceptance
- 2014
- Autoren
- Paul Czodrowski
- Autoren-URL
- https://www.ncbi.nlm.nih.gov/pubmed/25012930
- DOI
- 10.1007/s10822-014-9759-6
- eISSN
- 1573-4951
- Ausgabe der Veröffentlichung
- 11
- Zeitschrift
- J Comput Aided Mol Des
- Schlüsselwörter
- Artificial Intelligence
- Data Interpretation, Statistical
- Humans
- Models, Theoretical
- Sprache
- eng
- Country
- Netherlands
- Paginierung
- 1049 - 1055
- Datum der Veröffentlichung
- 2014
- Status
- Published
- Datum, an dem der Datensatz öffentlich gemacht wurde
- 2015
- Titel
- Count on kappa.
- Sub types
- Journal Article
- Ausgabe der Zeitschrift
- 28
Data source: PubMed
- Beziehungen:
-