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Full identifier: https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX8Vd6O_nUh7C6pDDBkIM0-gEvLBoSQg3sEdQ/sig

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Minted in Nanopublication

Article: Data Science and symbolic AI: Synergies, challenges and opportunities DataScience PositionPaper ScholarlyWork comment approve/disapprove edit as derived nanopublication create new with same template

https://doi.org/10.3233/DS-170004 doi:10.3233/DS-170004 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-170004 doi:10.3233/DS-170004 http://purl.org/dc/terms/title has the title (this is a literal) "Data Science and symbolic AI: Synergies, challenges and opportunities" .

https://doi.org/10.3233/DS-170004 doi:10.3233/DS-170004 http://purl.org/dc/terms/abstract has the abstract (this is a literal) "Symbolic approaches to Artificial Intelligence (AI) represent things within a domain of knowledge through physical symbols, combine symbols into symbol expressions, and manipulate symbols and symbol expressions through inference processes. While a large part of Data Science relies on statistics and applies statistical approaches to AI, there is an increasing potential for successfully applying symbolic approaches as well. Symbolic representations and symbolic inference are close to human cognitive representations and therefore comprehensible and interpretable; they are widely used to represent data and metadata, and their specific semantic content must be taken into account for analysis of such information; and human communication largely relies on symbols, making symbolic representations a crucial part in the analysis of natural language. Here we discuss the role symbolic representations and inference can play in Data Science, highlight the research challenges from the perspective of the data scientist, and argue that symbolic methods should become a crucial component of the data scientists’ toolbox." .

https://doi.org/10.3233/DS-170004 doi:10.3233/DS-170004 http://purl.org/dc/terms/date has the publication date (this is a literal) "2017-10-17" .

https://doi.org/10.3233/DS-170004 doi:10.3233/DS-170004 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-170004 doi:10.3233/DS-170004 http://purl.org/ontology/bibo/volume is in journal volume (this is a literal) "1" .

https://doi.org/10.3233/DS-170004 doi:10.3233/DS-170004 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/RAmJB5YSNX.../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/0000-0001-8149-5890 Robert Hoehndorf .

https://orcid.org/0000-0001-8149-5890 Robert Hoehndorf http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Robert Hoehndorf" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX.../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/0000-0003-0169-8159 Núria Queralt Rosinach .

https://orcid.org/0000-0003-0169-8159 Núria Queralt Rosinach http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Núria Queralt-Rosinach" .

https://orcid.org/0000-0001-8149-5890 Robert Hoehndorf http://schema.org/email has the email address (this is a literal) "robert.hoehndorf@kaust.edu.sa" .

https://ror.org/01q3tbs38 01q3tbs38 http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Computational Bioscience Research Center, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia. Computer, Electrical and Mathematical Sciences & Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia" .

https://ror.org/02dxx6824 02dxx6824 http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, USA" .

https://orcid.org/0000-0001-8149-5890 Robert Hoehndorf http://schema.org/affiliation has the affiliation https://ror.org/01q3tbs38 01q3tbs38 .

https://orcid.org/0000-0003-0169-8159 Núria Queralt Rosinach http://schema.org/affiliation has the affiliation https://ror.org/02dxx6824 02dxx6824 .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0001-8149-5890 Robert Hoehndorf .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX... 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/RAmJB5YSNX...#author-list this author list .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX...#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/0000-0001-8149-5890 Robert Hoehndorf .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX...#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/0000-0003-0169-8159 Núria Queralt Rosinach .

https://orcid.org/0000-0001-8149-5890 Robert Hoehndorf http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Robert Hoehndorf" .

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/0000-0003-0169-8159 Núria Queralt Rosinach http://xmlns.com/foaf/0.1/name has the name (this is a literal) "Núria Queralt-Rosinach" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX... 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/RAmJB5YSNX... 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/RAmJB5YSNX... 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/RAmJB5YSNX... 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/RAmJB5YSNX... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Article: Data Science and symbolic AI: Synergies, challenges and opportunities" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2025-05-05T09:13:17.554Z" (xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX... 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/RAmJB5YSNX... 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/RAmJB5YSNX... 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/RAmJB5YSNX... 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-170004 doi:10.3233/DS-170004 .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX.../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/RAmJB5YSNX... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX.../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/RAmJB5YSNX.../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/RAmJB5YSNX.../sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "puqQ5MEfcDPCj6EjZEobAYGCJ3FAdvQNf3VsZoCTGmyYqwSYNDioLQtAYbreSKrAo+tTUr0ZCUfOM1vlWP44B1e+kuD2OQyUWCVcLGz57WpX/BRBTf6pBuvkoEFRc9MJioecNriQk9ezORfuN+EMrdvVuDMvE3s3wl3DOMF7X5E=" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAmJB5YSNX.../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/RAmJB5YSNX... This nanopublication http://purl.org/nanopub/x/wasCreatedAt was created at https://nanodash.knowledgepixels.com/ nanodash.knowledgepixels.com .

Robert Hoehndorf et al. (authors), Tobias Kuhn (creator), 5 May 2025, 09:13:17 UTC

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