Nanopublication

Article: Measuring Data Drift with the Unstable Population Indicator DataScience ResourcePaper ScholarlyWork

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https://doi.org/10.3233/DS-240059 doi:10.3233/DS-240059 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-240059 doi:10.3233/DS-240059 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-240059 doi:10.3233/DS-240059 http://purl.org/dc/terms/date has the publication date (this is a literal) "2024-06-26" .

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This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAn08NC9is...#author-list This author list This relation links a sequence/list to its element at position 1. http://www.w3.org/1999/02/22-rdf-syntax-ns#_1 has at position 1 https://orcid.org/0000-0003-2581-8370 Marcel R. Haas .

https://orcid.org/0000-0003-2581-8370 Marcel R. Haas http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Marcel R. Haas" .

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https://orcid.org/0009-0003-5030-0108 Lisette Sibbald http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Lisette Sibbald" .

https://orcid.org/0000-0003-2581-8370 Marcel R. Haas http://schema.org/email has the email address (this is a literal) "datascience@marcelhaas.com" .

https://orcid.org/0009-0003-5030-0108 Lisette Sibbald http://schema.org/email has the email address (this is a literal) "L.Sibbald@tilburguniversity.edu" .

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" .

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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" .

https://orcid.org/0000-0003-2581-8370 Marcel R. Haas http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Marcel R. Haas" .

https://orcid.org/0009-0003-5030-0108 Lisette Sibbald http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Lisette Sibbald" .

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This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAn08NC9is...#sig sig http://purl.org/nanopub/x/signedBy is signed by https://orcid.org/0000-0002-1267-0234 Tobias Kuhn .

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Marcel R. Haas et al. (authors), Tobias Kuhn (creator), 12 Jul 2024, 09:07:29 UTC

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