http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#Head
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://www.nanopub.org/nschema#hasAssertion
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://www.nanopub.org/nschema#hasProvenance
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#provenance
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://www.nanopub.org/nschema#hasPublicationInfo
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#pubinfo
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.nanopub.org/nschema#Nanopublication
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
http://purl.obolibrary.org/obo/STATO_0000415
http://www.w3.org/2000/01/rdf-schema#label
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://purl.obolibrary.org/obo/STATO_0000416
http://www.w3.org/2000/01/rdf-schema#label
precision - precision or positive predictive value is defined as the proportion of the true positives against all the positive results (both true positives and false positives)
http://purl.org/dc/terms/description
http://www.w3.org/2000/01/rdf-schema#label
is described by - connects a thing to a human-readable description of that thing.
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#algorithm
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#algorithm
http://www.w3.org/2000/01/rdf-schema#label
the used algorithm (e.g. Random Forest)
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#algorithm
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2F2002%2F07%2Fowl%23NamedIndividual&searchterm=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#algorithm
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
https://www.ebi.ac.uk/ols/api/select?fieldList=iri,label,description&q=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#algorithm
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
https://www.wikidata.org/w/api.php?action=wbsearchentities&language=en&format=json&limit=5&search=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
http://purl.org/dc/terms/description
<p>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 <a href="https://ml-schema.github.io/documentation/ML%20Schema.html">ML Schema</a>.</p>
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/AssertionTemplate
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
http://www.w3.org/2000/01/rdf-schema#label
Publishing the evaluation result of a Machine Learning experiment
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasNanopubLabelPattern
Result of Machine Learning run: ${run-label}
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st10
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st11
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st12
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st20
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st30
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st40
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st50
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st60
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st70
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st80
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
https://w3id.org/np/o/ntemplate/hasTag
Machine Learning
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/UriPlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset
http://www.w3.org/2000/01/rdf-schema#label
the URL of the used dataset
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset-label
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/LiteralPlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset-label
http://www.w3.org/2000/01/rdf-schema#label
the name of the dataset
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/LocalResource
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation
http://www.w3.org/2000/01/rdf-schema#label
an evaluation
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
http://www.w3.org/2000/01/rdf-schema#label
the evaluation measure (e.g. Accuracy)
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValue
http://purl.obolibrary.org/obo/STATO_0000415
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValue
http://purl.obolibrary.org/obo/STATO_0000416
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValue
https://www.wikidata.org/entity/Q6975395
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2F2002%2F07%2Fowl%23NamedIndividual&searchterm=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
https://www.ebi.ac.uk/ols/api/select?ontology=stato&fieldList=iri,label,description&q=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-value
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/LiteralPlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-value
http://www.w3.org/2000/01/rdf-schema#label
value of the evaluation result (e.g. 0.81 if the accuracy is 81%)
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-value
https://w3id.org/np/o/ntemplate/hasRegex
[0-9]+(\.[0-9]+)?
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/IntroducedResource
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/LocalResource
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://www.w3.org/2000/01/rdf-schema#label
this run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run-description
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/LongLiteralPlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run-description
http://www.w3.org/2000/01/rdf-schema#label
textual description of the experiment run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run-label
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/LiteralPlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run-label
http://www.w3.org/2000/01/rdf-schema#label
name or label of the experiment run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st10
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://www.w3.org/ns/mls#Run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st10
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st10
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st11
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run-label
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st11
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/2000/01/rdf-schema#label
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st11
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st12
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run-description
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st12
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://purl.org/dc/terms/description
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st12
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st12
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/OptionalStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st20
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#algorithm
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st20
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/ns/mls#realizes
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st20
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st30
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#task
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st30
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/ns/mls#achieves
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st30
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st40
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st40
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/ns/mls#hasInput
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st40
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset-label
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/2000/01/rdf-schema#label
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#dataset
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/OptionalStatement
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/ns/mls#hasOutput
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#run
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st70
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-measure
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st70
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/ns/mls#specifiedBy
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st70
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st80
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation-value
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st80
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
http://www.w3.org/ns/mls#hasValue
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#st80
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#evaluation
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#task
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#task
http://www.w3.org/2000/01/rdf-schema#label
the task performed (e.g. Spam Detection)
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#task
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2F2002%2F07%2Fowl%23NamedIndividual&searchterm=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#task
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
https://www.ebi.ac.uk/ols/api/select?fieldList=iri,label,description&q=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#task
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
https://www.wikidata.org/w/api.php?action=wbsearchentities&language=en&format=json&limit=5&search=
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
http://www.w3.org/2000/01/rdf-schema#label
is a - connects a thing (left) to a class it belongs to (right)
http://www.w3.org/2000/01/rdf-schema#label
http://www.w3.org/2000/01/rdf-schema#label
has the label - connects a thing (left) to its human-readable label (right)
http://www.w3.org/ns/mls#Run
http://www.w3.org/2000/01/rdf-schema#label
run of a Machine Learning experiment - 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#achieves
http://www.w3.org/2000/01/rdf-schema#label
performs the task - A relation between a run and a task, where the run achieves specifications formulated by the task.
http://www.w3.org/ns/mls#hasInput
http://www.w3.org/2000/01/rdf-schema#label
uses as input - A relation between a run and data that is taken as input to the run.
http://www.w3.org/ns/mls#hasOutput
http://www.w3.org/2000/01/rdf-schema#label
has as output - 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#hasValue
http://www.w3.org/2000/01/rdf-schema#label
has the result value - assigns a numerical value denoting the measured result of an evaluation
http://www.w3.org/ns/mls#realizes
http://www.w3.org/2000/01/rdf-schema#label
executes an implementation of the algorithm - A relation between a run and an algorithm, where the run executes an implementation of the algorithm.
http://www.w3.org/ns/mls#specifiedBy
http://www.w3.org/2000/01/rdf-schema#label
measures - A relation between an entity and the information content entity that specifies it.
https://www.wikidata.org/entity/Q6975395
http://www.w3.org/2000/01/rdf-schema#label
F1 score - measure of a test's accuracy
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#provenance
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#assertion
http://www.w3.org/ns/prov#wasAttributedTo
https://orcid.org/0000-0002-1267-0234
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#pubinfo
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#sig
http://purl.org/nanopub/x/hasAlgorithm
RSA
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#sig
http://purl.org/nanopub/x/hasPublicKey
MIGfMA0GCSqGSIb3DQEBAQUAA4GNADCBiQKBgQCjDGQCS1S+SRnERDuYDXOugdYUP0efEquHJEEHAbU/uLzBVlga89zqrNPCS7fBE6lArBUWEmT8eLKdMapyqvAzI1J3jUWTMhDJF+XFBkUiuiFfNSc4vJJcmi0yujtnuzXsRIG202jyaP4f5ULoskFwaZOSBZJfiE0dsB3D7DTIAQIDAQAB
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#sig
http://purl.org/nanopub/x/hasSignature
CLDRymxyTY0b3gH4HpMmgXmB2DGYWxcw0wJ3uBv6/nancMLu5hrwhdwVrksBAz+iBejYTJg/G5NmTmviAg7dyHspvBNhANb2KNTSkWZrPq8UpdOYSXNYAmwKezByg6WV2BbxVGOLmVQacTxYq63BLu+CyvmJHpYLDYKoiT6anrE=
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8#sig
http://purl.org/nanopub/x/hasSignatureTarget
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://purl.org/dc/terms/created
2023-08-16T11:05:20.868Z
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://purl.org/dc/terms/creator
https://orcid.org/0000-0002-1267-0234
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://purl.org/dc/terms/license
https://creativecommons.org/licenses/by/4.0/
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://purl.org/nanopub/x/supersedes
http://purl.org/np/RAGEv4a9uT48mgnIlWqAvL-XnupfNYojIUmszJDa50xoc
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
http://www.w3.org/2000/01/rdf-schema#label
Template: Publishing the evaluation result of a Machine L...
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
https://w3id.org/np/o/ntemplate/wasCreatedFromProvenanceTemplate
http://purl.org/np/RANwQa4ICWS5SOjw7gp99nBpXBasapwtZF1fIM3H2gYTM
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
http://purl.org/np/RAA2MfqdBCzmz9yVWjKLXNbyfBNcwsMmOqcNUxkk1maIM
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
http://purl.org/np/RAh1gm83JiG5M6kDxXhaYT1l49nCzyrckMvTzcPn-iv90
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
https://w3id.org/np/o/ntemplate/wasCreatedFromPubinfoTemplate
http://purl.org/np/RAjpBMlw3owYhJUBo3DtsuDlXsNAJ8cnGeWAutDVjuAuI
http://purl.org/np/RA4hvXIHbSFKzAgdTJ9srb051GS_6CXsjPiNAjqWgTnZ8
https://w3id.org/np/o/ntemplate/wasCreatedFromTemplate
http://purl.org/np/RANjqEfLnGSzLuq0heRSXN0psYWW0oX4v3W8w7osb3xfs