@prefix ns1: <http://purl.org/np/> .
@prefix this: <https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA> .
@prefix sub: <https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix nt: <https://w3id.org/np/o/ntemplate/> .
@prefix npx: <http://purl.org/nanopub/x/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix orcid: <https://orcid.org/> .
@prefix prov: <http://www.w3.org/ns/prov#> .
sub:Head {
   this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}
sub:assertion {
   <https://nanodash.petapico.org/explore?8&id=https://zenodo.org/record/7937808/files/DWAEF_Sarc_Dataset.xlsx> rdfs:label "DWAEF_Sarc_Dataset.xlsx" .
  sub:evaluation <http://www.w3.org/ns/mls#hasValue> "0.92" ;
    <http://www.w3.org/ns/mls#specifiedBy> <http://purl.obolibrary.org/obo/STATO_0000415> .
  sub:run dct:description "this experiment detects sarcasm in online text messages using a deep weighted average ensemble framework harnessing novel indicators." ;
    a <http://www.w3.org/ns/mls#Run> ;
    rdfs:label "detection of sarcasm in online text messages" ;
    <http://www.w3.org/ns/mls#achieves> <https://w3id.org/kpxl/ios/ds/terms/sarcasm_detection> ;
    <http://www.w3.org/ns/mls#hasInput> <https://nanodash.petapico.org/explore?8&id=https://zenodo.org/record/7937808/files/DWAEF_Sarc_Dataset.xlsx> ;
    <http://www.w3.org/ns/mls#hasOutput> sub:evaluation ;
    <http://www.w3.org/ns/mls#realizes> <http://www.wikidata.org/entity/Q245652> .
}
sub:provenance {
   <https://doi.org/10.3233/DS-220058> a <http://purl.org/ontology/bibo/AcademicArticle> .
  sub:assertion prov:wasGeneratedBy sub:research-activity .
  sub:research-activity dct:description <https://doi.org/10.3233/DS-220058> .
}
sub:pubinfo {
   <http://purl.obolibrary.org/obo/STATO_0000415> nt:hasLabelFromApi """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.""" .
  <http://www.wikidata.org/entity/Q245652> nt:hasLabelFromApi "ensemble learning - in machine learning, the use of multiple algorithms to obtain better predictive performance than from any of the constituent learning algorithms alone" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCjDGQCS1S+SRnERDuYDXOugdYUP0efEquHJEEHAbU/uLzBVlga89zqrNPCS7fBE6lArBUWEmT8eLKdMapyqvAzI1J3jUWTMhDJF+XFBkUiuiFfNSc4vJJcmi0yujtnuzXsRIG202jyaP4f5ULoskFwaZOSBZJfiE0dsB3D7DTIAQIDAQAB" ;
    npx:hasSignature "Sd/X8L2ld78D5XsX8lxWUk+EaPjtVf4uCuXryywYx/HmuEEmq+jBVfqEyR7OQiOkd/JFP7qXlszO98YiBsqlISdMYLNf268KHCFThCdY5m0og2CkU9PRPL7FFYxmnUCUjFQC13xO+1aH4kIFeU/8i1QyeNVwbh/N6g5FRsgaitw=" ;
    npx:hasSignatureTarget this: .
  this: dct:created "2023-08-21T13:04:28.171Z"^^xsd:dateTime ;
    dct:creator orcid:0000-0002-1267-0234 ;
    dct:license <https://creativecommons.org/licenses/by/4.0/> ;
    npx:introduces sub:run ;
    npx:supersedes <https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY> ;
    pav:authoredBy orcid:0000-0002-3340-8112 , orcid:0000-0002-4472-1681 , orcid:0000-0002-5169-209X , orcid:0000-0002-6785-9691 , orcid:0000-0003-0636-4000 ;
    a <https://w3id.org/kpxl/ios/ds/terms/DataScienceNanopub> ;
    rdfs:label "Result of Machine Learning run: detection of sarcasm in online text messages" ;
    prov:wasDerivedFrom ns1:RAxFchwnoXbrufZ4B5x1U612WL5a_8jtng_QgtR2jotXM ;
    nt:wasCreatedFromProvenanceTemplate ns1:RA_-YylcyRKkkwjx_soUtPPIBysGtkE2mr_xX0EO1G5Zk ;
    nt:wasCreatedFromPubinfoTemplate ns1:RA1Bt6rexAVYYygHgvy6dhSORO786VSu7sYkr7kX5oFIE , ns1:RA6MFGH8kiUz8Ho0eIPAArIV70xaFutuTQ5HVVKpn7xYs , ns1:RAA2MfqdBCzmz9yVWjKLXNbyfBNcwsMmOqcNUxkk1maIM , ns1:RABngHbKpoJ3U9Nebc8mX_KUdv_vXw28EejqAyQya5zVA , ns1:RAh1gm83JiG5M6kDxXhaYT1l49nCzyrckMvTzcPn-iv90 , ns1:RAjpBMlw3owYhJUBo3DtsuDlXsNAJ8cnGeWAutDVjuAuI ;
    nt:wasCreatedFromTemplate ns1:RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8 .
  <https://w3id.org/kpxl/ios/ds/terms/sarcasm_detection> nt:hasLabelFromApi "sarcasm detection - by Tobias Kuhn" .
}