RAp2-E77MO (explore)

RAp2-E77MO

https://w3id.org/kpxl/ios/ds/np/RAp2-E77MOiPhLIbTOtkjV7l_4y1kYc63ZhZaflJ547FQ

Status

Nanopublication

Article: Measuring Data Drift with the Unstable Population Indicator DataScience ResourcePaper ScholarlyWork comment approve/disapprove edit as derived nanopublication create new with same template

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://purl.org/spar/fabio/ResourcePaper

resource paper

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://purl.org/dc/terms/title has the title (this is a literal)

"Measuring Data Drift with the Unstable Population Indicator"

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://purl.org/dc/terms/abstract has the abstract (this is a literal)

"Measuring data drift is essential in machine learning applications where model scoring (evaluation) is done on data samples that differ from those used in training. The Kullback-Leibler divergence is a common measure of shifted probability distributions, for which discretized versions are invented to deal with binned or categorical data. We present the Unstable Population Indicator, a robust, flexible and numerically stable, discretized implementation of Jeffrey's divergence, along with an implementation in a Python package that can deal with continuous, discrete, ordinal and nominal data in a variety of popular data types. We show the numerical and statistical properties in controlled experiments. It is not advised to employ a common cut-off to distinguish stable from unstable populations, but rather to let that cut-off depend on the use case."

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://purl.org/dc/terms/date has the publication date (this is a literal)

"2024"

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://purl.org/dc/terms/isPartOf is part of the journal with ISSN http://id.crossref.org/issn/2451-8492

2451-8492

The journal with ISSN http://id.crossref.org/issn/2451-8492

2451-8492

http://purl.org/dc/terms/title has the title (this is a literal)

"Data Science"

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

links a thing to a part it includes http://purl.org/dc/terms/hasPart includes https://w3id.org/kpxl/ios/ds/np/RA4SqymT32...

RA4SqymT32

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://purl.org/pav/authoredBy is authored by https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://xmlns.com/foaf/0.1/Person person .

https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Marcel R. Haas"

https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

http://purl.org/pav/authoredBy is authored by https://orcid.org/0009-0003-5030-0108

0009-0003-5030-0108

https://orcid.org/0009-0003-5030-0108

0009-0003-5030-0108

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://xmlns.com/foaf/0.1/Person person .

https://orcid.org/0009-0003-5030-0108

0009-0003-5030-0108

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Lisette Sibbald"

https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

http://schema.org/email has the email address (this is a literal)

"datascience@marcelhaas.com"

https://orcid.org/0009-0003-5030-0108

0009-0003-5030-0108

http://schema.org/email has the email address (this is a literal)

"L.Sibbald@tilburguniversity.edu"

https://ror.org/04b8v1s79

04b8v1s79

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://xmlns.com/foaf/0.1/Organization organization .

https://ror.org/04b8v1s79

04b8v1s79

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Department of Methodology and Statistics and Department of Cognitive Neuropsychology, Tilburg University, Prof. Cobbenhagenlaan 125, 5037 DB Tilburg, The Netherlands"

https://ror.org/04dkp9463

04dkp9463

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://xmlns.com/foaf/0.1/Organization organization .

https://ror.org/04dkp9463

04dkp9463

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Business Intelligence, University of Amsterdam, Spui 21, 1012WX Amsterdam, The Netherlands"

https://ror.org/05xvt9f17

05xvt9f17

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://xmlns.com/foaf/0.1/Organization organization .

https://ror.org/05xvt9f17

05xvt9f17

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Public Health and Primary Care, Leiden University Medical Center, Albinusdreef 2, The Netherlands"

https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

http://schema.org/affiliation has the affiliation https://ror.org/04dkp9463

04dkp9463

https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

http://schema.org/affiliation has the affiliation https://ror.org/05xvt9f17

05xvt9f17

https://orcid.org/0009-0003-5030-0108

0009-0003-5030-0108

http://schema.org/affiliation has the affiliation https://ror.org/04b8v1s79

04b8v1s79

https://orcid.org/0009-0003-5030-0108

0009-0003-5030-0108

http://schema.org/affiliation has the affiliation https://ror.org/04dkp9463

04dkp9463

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/ https://orcid.org/0000-0003-2581-8370

0000-0003-2581-8370

0009-0003-5030-0108

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-1267-0234

Tobias Kuhn

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication http://purl.org/dc/terms/license is published under the license https://creativecommons.org/licenses/by/4.0/

Attribution 4.0 International (CC BY 4.0)

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type http://purl.org/spar/fabio/ScholarlyWork

ScholarlyWork

DataScienceNanopub

https://orcid.org/0000-0002-1267-0234

Tobias Kuhn

http://xmlns.com/foaf/0.1/name has the name (this is a literal)

"Tobias Kuhn"

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Article: Measuring Data Drift with the Unstable Population Indicator"

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2024-02-12T07:10:52.151Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication links to the assertion template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate was created from the assertion template https://w3id.org/np/RAhPFxesdO...

RAhPFxesdO

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication links to the provenance template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate was created from the provenance template http://purl.org/np/RAi6zZAwha...

RAi6zZAwha

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication links to the publication info template that was used to create this nanopublication https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate was created from the publication info template http://purl.org/np/RAA2MfqdBC...

RAA2MfqdBC

RAh1gm83Ji

RA5R_qv3Vs

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces https://doi.org/10.3233/DS-230059

doi:10.3233/DS-230059

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO...#sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO...#sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO...#sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCjDGQCS1S+SRnERDuYDXOugdYUP0efEquHJEEHAbU/uLzBVlga89zqrNPCS7fBE6lArBUWEmT8eLKdMapyqvAzI1J3jUWTMhDJF+XFBkUiuiFfNSc4vJJcmi0yujtnuzXsRIG202jyaP4f5ULoskFwaZOSBZJfiE0dsB3D7DTIAQIDAQAB"

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO...#sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"f5mC5A4mj3VepxZTMLnk8nrgRbIpIorEb3hGe1uEbV+wjaNFsdsOq8Yu9nXj/eWi3SweEqX9cuaHwwUEP1CpdpzQBslMpgVnxEd6g1aJapdDumaL0rGUDktysosShKOLFHSgIZC11+85vcppmGuWqPlxFAZKOdtDV3O1pxg1CB4="

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO...#sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1267-0234

Tobias Kuhn

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAp2-E77MO... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.petapico.org/

nanodash.petapico.org

Tobias Kuhn, 12 Feb 2024, 07:10:52 UTC

References

Nanopublication	Part	Subject	Predicate	Object	Published By	Published On
No Records Found

Raw

TriG(txt), JSON-LD(txt), N-Quads(txt), XML(txt)