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sig

Full identifier: https://w3id.org/np/RA9oo9RIbNIT1l_5fgHBKvnGhfmLbc0t1wyOWl5EVuGEY/sig

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Minted in Nanopublication

Preprint: Data Science and Symbolic AI: synergies, challenges and opportunities PositionPaper Preprint comment approve/disapprove edit as derived nanopublication create new with same template

https://datasciencehub.net/pap...challenges-and-opportunities-0 data-science-and-symbolic-ai-synergies-challenges-and-opportunities-0 http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://purl.org/spar/fabio/Preprint preprint .

https://datasciencehub.net/pap...challenges-and-opportunities-0 data-science-and-symbolic-ai-synergies-challenges-and-opportunities-0 http://purl.org/dc/terms/abstract has the abstract (this is a literal) "Symbolic approaches to artificial intelligence represent things within a domain of knowledge through physical symbols, combine symbols into symbol ex- pressions, and manipulate symbols and symbol expressionsNN through inference processes. While a large part of Data Science relies on statistics and applies statisti- cal approaches to artificial intelligence, there is an increasing potential for success- fully applying symbolic approaches as well. Symbolic representations and sym- bolic inference are close to human cognitive representations and therefore compre- hensible 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 in- formation; 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, high- light 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://datasciencehub.net/pap...challenges-and-opportunities-0 data-science-and-symbolic-ai-synergies-challenges-and-opportunities-0 https://vocab.org/frbr/core#term-revisionOf is a revision of https://datasciencehub.net/pap...s-challenges-and-opportunities data-science-and-symbolic-ai-synergies-challenges-and-opportunities .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA9oo9RIbN.../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/np/RA9oo9RIbN.../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/np/RA9oo9RIbN.../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/np/RA9oo9RIbN... This nanopublication http://purl.org/ontology/bibo/authorList has This is a local identifier minted within the nanopublication. https://w3id.org/np/RA9oo9RIbN...#author-list this author list .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA9oo9RIbN...#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/np/RA9oo9RIbN...#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/np/RA9oo9RIbN... 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/np/RA9oo9RIbN... 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/np/RA9oo9RIbN... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Preprint: Data Science and Symbolic AI: synergies, challenges and opportunities" .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA9oo9RIbN... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type http://purl.org/spar/fabio/Preprint Preprint .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA9oo9RIbN... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2025-05-26T10:11:16.457Z" (xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA9oo9RIbN... 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/RAoPQDgI37... RAoPQDgI37 .

This is the identifier for this whole nanopublication. https://w3id.org/np/RA9oo9RIbN... 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/np/RA9oo9RIbN... 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/np/RA9oo9RIbN... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces https://datasciencehub.net/pap...challenges-and-opportunities-0 data-science-and-symbolic-ai-synergies-challenges-and-opportunities-0 .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA9oo9RIbN.../sig sig http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA9oo9RIbN... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA9oo9RIbN.../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/np/RA9oo9RIbN.../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/np/RA9oo9RIbN.../sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "S3Pf7DoAm7J/m7GOGcFvqBYZhytCuW1kzfklTUe74Lh5mKqJ5mKnuRt0S3xspsioltqxA54Pquvd7sZ5pko02hiqt9sdEwKBT26XTmAt0f1O6yHttM3f/mOtNKFOD8xaFa0MtBps6TWKpOVvTR7t+ArRsUpNb8o6Fw6qn512lzI=" .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RA9oo9RIbN.../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/np/RA9oo9RIbN... 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), 26 May 2025, 10:11:16 UTC

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