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Full identifier: https://w3id.org/kpxl/ios/ds/np/RAk_snGYBfeVwDRO-yDB_11HEW79Crp6AsKv0mpw1pYnA/author-list

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Minted in Nanopublication

Article: The knowledge graph as the default data model for learning on heterogeneous knowledge DataScience PositionPaper ScholarlyWork comment approve/disapprove edit as derived nanopublication create new with same template

https://doi.org/10.3233/DS-170007 doi:10.3233/DS-170007 http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://purl.org/spar/fabio/PositionPaper position paper .

https://doi.org/10.3233/DS-170007 doi:10.3233/DS-170007 http://purl.org/dc/terms/title has the title (this is a literal) "The knowledge graph as the default data model for learning on heterogeneous knowledge" .

https://doi.org/10.3233/DS-170007 doi:10.3233/DS-170007 http://purl.org/dc/terms/abstract has the abstract (this is a literal) "In modern machine learning, raw data is the preferred input for our models. Where a decade ago data scientists were still engineering features, manually picking out the details we thought salient, they now prefer the data in their raw form. As long as we can assume that all relevant and irrelevant information is present in the input data, we can design deep models that build up intermediate representations to sift out relevant features. However, these models are often domain specific and tailored to the task at hand, and therefore unsuited for learning on heterogeneous knowledge: information of different types and from different domains. If we can develop methods that operate on this form of knowledge, we can dispense with a great deal more ad-hoc feature engineering and train deep models end-to-end in many more domains. To accomplish this, we first need a data model capable of expressing heterogeneous knowledge naturally in various domains, in as usable a form as possible, and satisfying as many use cases as possible. In this position paper, we argue that the knowledge graph is a suitable candidate for this data model. We further describe current research and discuss some of the promises and challenges of this approach." .

https://doi.org/10.3233/DS-170007 doi:10.3233/DS-170007 http://purl.org/dc/terms/date has the publication date (this is a literal) "2017-10-17" .

https://doi.org/10.3233/DS-170007 doi:10.3233/DS-170007 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-170007 doi:10.3233/DS-170007 http://purl.org/ontology/bibo/volume is in journal volume (this is a literal) "1" .

https://doi.org/10.3233/DS-170007 doi:10.3233/DS-170007 http://purl.org/ontology/bibo/issue is in journal issue (this is a literal) "1-2" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../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/0000-0003-2415-8438 W.X. Wilcke .

https://orcid.org/0000-0003-2415-8438 W.X. Wilcke http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Xander Wilcke" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../author-list__1 This author list This relation links a sequence/list to its element at position 2. http://www.w3.org/1999/02/22-rdf-syntax-ns#_2 has at position 2 https://orcid.org/0000-0002-0189-5817 Peter Bloem .

https://orcid.org/0000-0002-0189-5817 Peter Bloem http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Peter Bloem" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../author-list__2 This author list This relation links a sequence/list to its element at position 3. http://www.w3.org/1999/02/22-rdf-syntax-ns#_3 has at position 3 https://orcid.org/0000-0001-9079-039X Victor de Boer .

https://orcid.org/0000-0001-9079-039X Victor de Boer http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Victor de Boer" .

https://orcid.org/0000-0003-2415-8438 W.X. Wilcke http://schema.org/email has the email address (this is a literal) "w.x.wilcke@vu.nl" .

https://ror.org/008xxew50 008xxew50 http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Faculty of Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands. Faculty of Spatial Economics, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands" .

https://orcid.org/0000-0001-9079-039X Victor de Boer http://schema.org/affiliation has the affiliation https://ror.org/008xxew50 008xxew50 .

https://orcid.org/0000-0002-0189-5817 Peter Bloem http://schema.org/affiliation has the affiliation https://ror.org/008xxew50 008xxew50 .

https://orcid.org/0000-0003-2415-8438 W.X. Wilcke http://schema.org/affiliation has the affiliation https://ror.org/008xxew50 008xxew50 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0001-9079-039X Victor de Boer .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... This nanopublication http://purl.org/ontology/bibo/authorList has This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf...#author-list this author list .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf...#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/0000-0003-2415-8438 W.X. Wilcke .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf...#author-list This author list This relation links a sequence/list to its element at position 2. http://www.w3.org/1999/02/22-rdf-syntax-ns#_2 has at position 2 https://orcid.org/0000-0002-0189-5817 Peter Bloem .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf...#author-list This author list This relation links a sequence/list to its element at position 3. http://www.w3.org/1999/02/22-rdf-syntax-ns#_3 has at position 3 https://orcid.org/0000-0001-9079-039X Victor de Boer .

https://orcid.org/0000-0001-9079-039X Victor de Boer http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Victor de Boer" .

https://orcid.org/0000-0002-0189-5817 Peter Bloem http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Peter Bloem" .

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/0000-0003-2415-8438 W.X. Wilcke http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Xander Wilcke" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... 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/RAk_snGYBf... 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/RAk_snGYBf... 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/RAk_snGYBf... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub DataScienceNanopub .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Article: The knowledge graph as the default data model for learning on heterogeneous knowledge" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2025-05-05T09:29:05.461Z" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... 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/RAIDm7hi3C... RAIDm7hi3C .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... 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 https://w3id.org/np/RAekcN47h1... RAekcN47h1 .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... 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 https://w3id.org/np/RA0J4vUn_d... RA0J4vUn_d .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf... 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-170007 doi:10.3233/DS-170007 .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../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/RAk_snGYBf... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../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/RAk_snGYBf.../sig sig http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal) "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQD4Wj537OijfOWVtsHMznuXKISqBhtGDQZfdO6pbb4hg9EHMcUFGTLbWaPrP783PHv8HMAAPjvEkHLaOHMIknqhaIa5236lfBO3r+ljVdYBElBcLvROmwG+ZGtmPNZf7lMhI15xf5TfoaSa84AFRd5J2EXekK6PhaFQhRm1IpSYtwIDAQAB" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "WzmW2Za1ULzXqhzWNu4gQPwEpIij8gO73lLp9+gogQ3PN4xp0oh6RsIuD1BNlZql8Fv3bqBmQgJg5Ol8gZn2ASP6fIe74unNbA3TGBtWy8/fo0ytZ3DMq0YkoOy0nsJ1CNjzp24zADQhMBTkw41SVcfGdPwR982LZF3b9X9jbcI=" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAk_snGYBf.../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/RAk_snGYBf... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/ nanodash.knowledgepixels.com .

Xander Wilcke et al. (authors), Tobias Kuhn (creator), 5 May 2025, 09:29:05 UTC

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