[ { "@graph" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#pubinfo" } ] } ], "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#Head" }, { "@graph" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#algorithm", "@type" : [ "https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "the used algorithm (e.g. Random Forest)" } ], "https://w3id.org/np/o/ntemplate/possibleValuesFromApi" : [ { "@value" : "http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2F2002%2F07%2Fowl%23NamedIndividual&searchterm=" }, { "@value" : "https://www.ebi.ac.uk/ols/api/select?fieldList=iri,label,description&q=" }, { "@value" : "https://www.wikidata.org/w/api.php?action=wbsearchentities&language=en&format=json&limit=5&search=" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#assertion", "@type" : [ "https://w3id.org/np/o/ntemplate/AssertionTemplate" ], "http://purl.org/dc/terms/description" : [ { "@value" : "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." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Publishing the evaluation result of a Machine Learning experiment" } ], "https://w3id.org/np/o/ntemplate/hasStatement" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st10" }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st20" }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st30" }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st40" }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st50" }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st60" } ], "https://w3id.org/np/o/ntemplate/hasTag" : [ { "@value" : "Machine Learning" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation", "@type" : [ "https://w3id.org/np/o/ntemplate/LocalResource" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "an evaluation" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation-measure", "@type" : [ "https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "the evaluation measure (e.g. Accuracy)" } ], "https://w3id.org/np/o/ntemplate/possibleValuesFromApi" : [ { "@value" : "http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2F2002%2F07%2Fowl%23NamedIndividual&searchterm=" }, { "@value" : "https://www.ebi.ac.uk/ols/api/select?ontology=stato&fieldList=iri,label,description&q=" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation-value", "@type" : [ "https://w3id.org/np/o/ntemplate/LiteralPlaceholder" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "value of the evaluation result (e.g. 0.81 if the accuracy is 81%)" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#run", "@type" : [ "https://w3id.org/np/o/ntemplate/LocalResource" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "a run" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st10", "http://www.w3.org/1999/02/22-rdf-syntax-ns#object" : [ { "@id" : "http://www.w3.org/ns/mls#Run" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate" : [ { "@id" : "http://www.w3.org/1999/02/22-rdf-syntax-ns#type" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#subject" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#run" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st20", "http://www.w3.org/1999/02/22-rdf-syntax-ns#object" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#algorithm" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate" : [ { "@id" : "http://www.w3.org/ns/mls#realizes" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#subject" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#run" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st30", "http://www.w3.org/1999/02/22-rdf-syntax-ns#object" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#task" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate" : [ { "@id" : "http://www.w3.org/ns/mls#achieves" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#subject" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#run" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st40", "http://www.w3.org/1999/02/22-rdf-syntax-ns#object" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate" : [ { "@id" : "http://www.w3.org/ns/mls#hasOutput" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#subject" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#run" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st50", "http://www.w3.org/1999/02/22-rdf-syntax-ns#object" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation-measure" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate" : [ { "@id" : "http://www.w3.org/ns/mls#specifiedBy" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#subject" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#st60", "http://www.w3.org/1999/02/22-rdf-syntax-ns#object" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation-value" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate" : [ { "@id" : "http://www.w3.org/ns/mls#hasValue" } ], "http://www.w3.org/1999/02/22-rdf-syntax-ns#subject" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#evaluation" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#task", "@type" : [ "https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "the task performed (e.g. Spam Detection)" } ], "https://w3id.org/np/o/ntemplate/possibleValuesFromApi" : [ { "@value" : "http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2F2002%2F07%2Fowl%23NamedIndividual&searchterm=" }, { "@value" : "https://www.ebi.ac.uk/ols/api/select?fieldList=iri,label,description&q=" }, { "@value" : "https://www.wikidata.org/w/api.php?action=wbsearchentities&language=en&format=json&limit=5&search=" } ] }, { "@id" : "http://www.w3.org/1999/02/22-rdf-syntax-ns#type", "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "is a" } ] }, { "@id" : "http://www.w3.org/ns/mls#Run", "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "run of a Machine Learning experiment" } ] }, { "@id" : "http://www.w3.org/ns/mls#hasOutput", "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "has as output" } ] }, { "@id" : "http://www.w3.org/ns/mls#hasValue", "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "has the result value" } ] }, { "@id" : "http://www.w3.org/ns/mls#realizes", "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "executes an implementation that implements the algorithm" } ] } ], "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#assertion" }, { "@graph" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#assertion", "http://www.w3.org/ns/prov#wasAttributedTo" : [ { "@id" : "https://orcid.org/0000-0002-1267-0234" } ] } ], "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#provenance" }, { "@graph" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2023-04-12T09:13:27.768Z" } ], "http://purl.org/dc/terms/creator" : [ { "@id" : "https://orcid.org/0000-0002-1267-0234" } ], "https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate" : [ { "@id" : "http://purl.org/np/RANwQa4ICWS5SOjw7gp99nBpXBasapwtZF1fIM3H2gYTM" } ], "https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate" : [ { "@id" : "http://purl.org/np/RAA2MfqdBCzmz9yVWjKLXNbyfBNcwsMmOqcNUxkk1maIM" } ], "https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate" : [ { "@id" : "http://purl.org/np/RAkONP_jLqAbok3FgtutnKcLs4IHr9KiAuslQNnfEJIwY" } ] }, { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#sig", "http://purl.org/nanopub/x/hasAlgorithm" : [ { "@value" : "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey" : [ { "@value" : "MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCjDGQCS1S+SRnERDuYDXOugdYUP0efEquHJEEHAbU/uLzBVlga89zqrNPCS7fBE6lArBUWEmT8eLKdMapyqvAzI1J3jUWTMhDJF+XFBkUiuiFfNSc4vJJcmi0yujtnuzXsRIG202jyaP4f5ULoskFwaZOSBZJfiE0dsB3D7DTIAQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature" : [ { "@value" : "ODLeoMBfjIusr9rnMkqvQhSdmet6hMstS630d9psRcbcVDSqDizcwCPVgg7QhpYJQOEEuAdIeyiDSOWhobu3wSOjB+Xlukb1hnetbuHvmk9o5LmKO5nTRBlODYxlq7wpyEGnygfxwU/rSlxGPeDeRCG9ZdOw1PzHQmHsWMnWt5U=" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0" } ] } ], "@id" : "http://purl.org/np/RAWeAzT9zlsOY5Rvoj8LLDFxazPnPJvBjIEqsD2soE1f0#pubinfo" } ]