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Full identifier: https://w3id.org/kpxl/ios/ds/np/RAp2-E77MOiPhLIbTOtkjV7l_4y1kYc63ZhZaflJ547FQ#sig

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Minted in 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 .

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 me (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 .

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 https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub 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" .

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 .

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

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