Nanopublication

 Article: DWAEF: a deep weighted average ensemble framewo... DataScience ResearchPaper ScholarlyWork

http://id.crossref.org/issn/2451-8492 2451-8492 http://purl.org/dc/terms/title has the title (this is a literal) "Data Science" .

The journal with ISSN http://id.crossref.org/issn/https://doi.org/10.3233/DS-220058 DS-220058 http://purl.org/dc/terms/title has the title (this is a literal) "DWAEF: a deep weighted average ensemble framework harnessing novel indicators for sarcasm detection" .

https://orcid.org/0000-0002-3340-8112 Prakher Pandey http://schema.org/email has the email address (this is a literal) "prakher205723@keshav.du.ac.in" .

https://orcid.org/0000-0002-4472-1681 Richa Sharma http://schema.org/email has the email address (this is a literal) "richasharma@keshav.du.ac.in" .

https://orcid.org/0000-0002-5169-209X VISHAL MAURYA http://schema.org/email has the email address (this is a literal) "vishal205750@keshav.du.ac.in" .

https://orcid.org/0000-0002-6785-9691 Simrat Deol http://schema.org/email has the email address (this is a literal) "simrat205711@keshav.du.ac.in" .

https://orcid.org/0000-0003-0636-4000 Udit Kaushish http://schema.org/email has the email address (this is a literal) "udit205805@keshav.du.ac.in" .

https://ror.org/04gzb2213 04gzb2213 http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a http://xmlns.com/foaf/0.1/Organization organization .

https://ror.org/04gzb2213 04gzb2213 http://xmlns.com/foaf/0.1/name has the name (this is a literal) "University of Delhi, India" .

https://orcid.org/0000-0002-3340-8112 Prakher Pandey http://schema.org/affiliation has the affiliation https://ror.org/04gzb2213 04gzb2213 .

https://orcid.org/0000-0002-4472-1681 Richa Sharma http://schema.org/affiliation has the affiliation https://ror.org/04gzb2213 04gzb2213 .

https://orcid.org/0000-0002-5169-209X VISHAL MAURYA http://schema.org/affiliation has the affiliation https://ror.org/04gzb2213 04gzb2213 .

https://orcid.org/0000-0002-6785-9691 Simrat Deol http://schema.org/affiliation has the affiliation https://ror.org/04gzb2213 04gzb2213 .

https://orcid.org/0000-0003-0636-4000 Udit Kaushish http://schema.org/affiliation has the affiliation https://ror.org/04gzb2213 04gzb2213 .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/abstract abstract "Sarcasm is a linguistic phenomenon often indicating a disparity between literal and inferred meanings. Due to its complexity, it is typically difficult to discern it within an online text message. Consequently, in recent years sarcasm detection has received considerable attention from both academia and industry. Nevertheless, the majority of current approaches simply model low-level indicators of sarcasm in various machine learning algorithms. This paper aims to present sarcasm in a new light by utilizing novel indicators in a deep weighted average ensemble-based framework (DWAEF). The novel indicators pertain to exploiting the presence of simile and metaphor in text and detecting the subtle shift in tone at a sentence’s structural level. A graph neural network (GNN) structure is implemented to detect the presence of simile, bidirectional encoder representations from transformers (BERT) embeddings are exploited to detect metaphorical instances and fuzzy logic is employed to account for the shift of tone. To account for the existence of sarcasm, the DWAEF integrates the inputs from the novel indicators. The performance of the framework is evaluated on a self-curated dataset of online text messages. A comparative report between the results acquired using primitive features and those obtained using a combination of primitive features and proposed indicators is provided. The highest accuracy of 92% was achieved after applying DWAEF, the proposed framework which combines the primitive features and novel indicators together as compared to 78.58% obtained using Support Vector Machine (SVM) which was the lowest among all classifiers." .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/date date "2023" .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... RA8iM6IOJK .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... RAFQqtRCeu .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAJmkUsuqw... RAJmkUsuqw .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAKN2Y56Dj... RAKN2Y56Dj .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAWGGVLXzM... RAWGGVLXzM .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAjv7gokQr... RAjv7gokQr .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAwzy9MYRt... RAwzy9MYRt .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/hasPart hasPart https://w3id.org/kpxl/ios/ds/np/RAzTsKIL8A... RAzTsKIL8A .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/dc/terms/isPartOf isPartOf http://id.crossref.org/issn/2451-8492 2451-8492 .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/pav/authoredBy authoredBy https://orcid.org/0000-0002-3340-8112 Prakher Pandey .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/pav/authoredBy authoredBy https://orcid.org/0000-0002-4472-1681 Richa Sharma .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/pav/authoredBy authoredBy https://orcid.org/0000-0002-5169-209X VISHAL MAURYA .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/pav/authoredBy authoredBy https://orcid.org/0000-0002-6785-9691 Simrat Deol .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://purl.org/pav/authoredBy authoredBy https://orcid.org/0000-0003-0636-4000 Udit Kaushish .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://purl.org/spar/fabio/ResearchPaper ResearchPaper .

https://orcid.org/0000-0002-3340-8112 Prakher Pandey http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Person Person .

https://orcid.org/0000-0002-3340-8112 Prakher Pandey http://xmlns.com/foaf/0.1/name name "Prakher Pandey" .

https://orcid.org/0000-0002-4472-1681 Richa Sharma http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Person Person .

https://orcid.org/0000-0002-4472-1681 Richa Sharma http://xmlns.com/foaf/0.1/name name "Richa Sharma" .

https://orcid.org/0000-0002-5169-209X VISHAL MAURYA http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Person Person .

https://orcid.org/0000-0002-5169-209X VISHAL MAURYA http://xmlns.com/foaf/0.1/name name "Vishal Maurya" .

https://orcid.org/0000-0002-6785-9691 Simrat Deol http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Person Person .

https://orcid.org/0000-0002-6785-9691 Simrat Deol http://xmlns.com/foaf/0.1/name name "Simrat Deol" .

https://orcid.org/0000-0003-0636-4000 Udit Kaushish http://www.w3.org/1999/02/22-rdf-syntax-ns#type type http://xmlns.com/foaf/0.1/Person Person .

https://orcid.org/0000-0003-0636-4000 Udit Kaushish http://xmlns.com/foaf/0.1/name name "Udit Kaushish" .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-3340-8112 Prakher Pandey .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-4472-1681 Richa Sharma .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-5169-209X VISHAL MAURYA .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0002-6785-9691 Simrat Deol .

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo is attributed to https://orcid.org/0000-0003-0636-4000 Udit Kaushish .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... 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/RA-dyreKi5... 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/RA-dyreKi5... This nanopublication http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub DataScienceNanopub .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal) "Article: DWAEF: a deep weighted average ensemble framewo..." .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... 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/RA-dyreKi5... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2023-08-21T13:24:56.821Z" .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... 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 http://purl.org/np/RAh7KjtcCS... RAh7KjtcCS .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... 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/RA-dyreKi5... 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/RA1Bt6rexA... RA1Bt6rexA .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... 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/RA-dyreKi5... 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/RAh1gm83Ji... RAh1gm83Ji .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5... 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-220058 doi:10.3233/DS-220058 .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#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/RA-dyreKi5... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA-dyreKi5...#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/RA-dyreKi5...#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/RA-dyreKi5...#sig sig http://purl.org/nanopub/x/hasSignature has the signature (this is a literal) "Gv+dyIciWo5jp7Z9dLzBWlsfeh8vERiVDeRibXAbbU6urFvN8BTSMKsRsSiq7xDNKfvxdfuvLXsr4ktDzbYvq6xlh4T2f0rUQUZytq4sFeNH8zmc4W0bpo2b2OW5MCw9Hnm5digj0QBHfSXaLZZxSF35jRNC86G7gL92r7jSjUw=" .

Tobias Kuhn, 21 Aug 2023, 13:24:56 UTC

This nanopublication has a newer version.

Type Description This is the description of the type this nanopublication belongs to.

Help

Don't hesitate to open a support ticket if you have any questions or problems, no matter how trivial or how complex.