Nanopublication

Result of Machine Learning run: polarity shift detection in clauses of a sentence DataScience Run

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run connects a thing (left) to a class it belongs to (right) http://www.w3.org/1999/02/22-rdf-syntax-ns#type is a Run is an execution of an implementation on a machine (computer). It is limited in time (has a start and end point), can be successful or failed. http://www.w3.org/ns/mls#Run run of a Machine Learning experiment .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run connects a thing (left) to its human-readable label (right) http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"polarity shift detection in clauses of a sentence"

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run connects a thing to a human-readable description of that thing. http://purl.org/dc/terms/description is described by (this is a literal)

"detection of shift in polarity of a sentence's constituent clauses using fuzzy logic"

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run A relation between a run and an algorithm, where the run executes an implementation of the algorithm. http://www.w3.org/ns/mls#realizes executes an implementation of the algorithm http://purl.obolibrary.org/obo/OMIT_0017538

Fuzzy Logic

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run A relation between a run and a task, where the run achieves specifications formulated by the task. http://www.w3.org/ns/mls#achieves performs the task https://w3id.org/kpxl/ios/ds/terms/polarity_shift

polarity shift

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run A relation between a run and data that is taken as input to the run. http://www.w3.org/ns/mls#hasInput uses as input https://nanodash.petapico.org/.../files/DWAEF_Sarc_Dataset.xlsx

explore

https://nanodash.petapico.org/.../files/DWAEF_Sarc_Dataset.xlsx

explore

connects a thing (left) to its human-readable label (right) http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"DWAEF_Sarc_Dataset.xlsx"

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run This run A relation between a run and either a model or model evaluation that is produced on it's output. http://www.w3.org/ns/mls#hasOutput has as output This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#evaluation an evaluation .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#evaluation The evaluation A relation between an entity and the information content entity that specifies it. http://www.w3.org/ns/mls#specifiedBy measures http://purl.obolibrary.org/obo/STATO_0000415

accuracy

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#evaluation The evaluation assigns a numerical value denoting the measured result of an evaluation http://www.w3.org/ns/mls#hasValue has the result value (this is a literal)

"0.8781"

This is the identifier for the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy was generated by This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#research-activity a research activity .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#research-activity The research activity http://purl.org/dc/terms/description is described in https://doi.org/10.3233/DS-220058

doi:10.3233/DS-220058

https://doi.org/10.3233/DS-220058

doi:10.3233/DS-220058

http://www.w3.org/1999/02/22-rdf-syntax-ns#type is an http://purl.org/ontology/bibo/AcademicArticle academic article .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... 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/RAFQqtRCeu... This nanopublication An author is an agent who gave existence to the content (i.e. what the nanopublication is stating), which can be different from the creator, who is the agent who created the given representation of this nanopublication. http://purl.org/pav/authoredBy is authored by https://orcid.org/0000-0002-3340-8112

Simrat Deol

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... 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/RAFQqtRCeu... This nanopublication http://www.w3.org/ns/prov#wasDerivedFrom was derived from http://purl.org/np/RA6PE7E1Vz...

RA6PE7E1Vz

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... 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/RAFQqtRCeu... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"Result of Machine Learning run: polarity shift detection in clauses of a sentence"

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2023-08-21T13:00:58.988Z"

(xsd:dateTime) .

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... 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/RA4hvXIHbS...

RA4hvXIHbS

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... 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/RA_-YylcyR...

RA_-YylcyR

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

RA6MFGH8ki

RAA2MfqdBC

RABngHbKpo

RAh1gm83Ji

This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu... This nanopublication the nanopublication consists of an introduction of the given resource http://purl.org/nanopub/x/introduces introduces This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#run

run

http://purl.obolibrary.org/obo/OMIT_0017538

Fuzzy Logic

https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal)

"Fuzzy Logic"

in the context of binary classification, accuracy is defined as the proportion of true results (both true positives and true negatives) to the total number of cases examined (the sum of true positive, true negative, false positive and false negative). It can be understood as a measure of the proximity of measurement results to the true value. http://purl.obolibrary.org/obo/STATO_0000415

accuracy - in the context of binary classification, accuracy is defined as the proportion of true results (both true positives and true negatives) to the total number of cases examined (the sum of true positive, true negative, false positive and false negative). It can be understood as a measure of the proximity of measurement results to the true value.

https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal)

"accuracy - in the context of binary classification, accuracy is defined as the proportion of true results (both true positives and true negatives) to the total number of cases examined (the sum of true positive, true negative, false positive and false negative). It can be understood as a measure of the proximity of measurement results to the true value."

https://w3id.org/kpxl/ios/ds/terms/polarity_shift

polarity shift

https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal)

"polarity shift - by Tobias Kuhn"

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

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAFQqtRCeu...#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/RAFQqtRCeu...#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/RAFQqtRCeu...#sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

"D9eKymbTw0Gnm9XVSanjPlQoUJsZLRkuDz18fjpcpgmkPOf3cQDzfU1gG/lWYHod6+kSRa39sJUr1oMzoXEIiSCJV6uJ18LdLTV+RI7eBLLOb+Bh4TtIES270mq1fMcQt0gCeZEbsYuwRfGKB4/57p43AR/H7ob9XYpzVaZloM4="

Richa Sharma et al. (authors), Tobias Kuhn (creator), 21 Aug 2023, 13:00:58 UTC

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

Such a nanopublication describes the results of a Machine Learning experiment, such as the accuracy achieved by a applying a given ML technique on a given dataset. This template is based on ML Schema.

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