Nanopublication: RAxoQEFSMj
Full identifier: http://purl.org/np/RAxoQEFSMjgX8RdtKySC2IHo27UAb773Z797udcTkxc44
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http://purl.org/np/RAxoQEFSMj...#assertion
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is a
https://w3id.org/np/o/ntemplate/AssertionTemplate
AssertionTemplate
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This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
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http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"Publishing the evaluation result of a Machine Learning experiment"
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
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http://purl.org/dc/terms/description
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(this is a literal)
"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>."
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
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(this is a literal)
"Machine Learning"
.
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has as subject
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run
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is a
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st10
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
has as object
http://www.w3.org/ns/mls#Run
Run
.
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st20
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
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run
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http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/ns/mls#realizes
realizes
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This is a local identifier minted within the nanopublication.
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has as object
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#algorithm
algorithm
.
This is a local identifier minted within the nanopublication.
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http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#run
run
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This is a local identifier minted within the nanopublication.
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st30
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/ns/mls#achieves
achieves
.
This is a local identifier minted within the nanopublication.
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st30
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has as object
This is a local identifier minted within the nanopublication.
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task
.
This is a local identifier minted within the nanopublication.
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http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
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run
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This is a local identifier minted within the nanopublication.
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st40
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/ns/mls#hasInput
hasInput
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st40
st40
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
has as object
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset
dataset
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st50
st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset
dataset
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st50
st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st50
st50
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
has as object
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset-label
dataset-label
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st60
st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#run
run
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This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st60
st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/ns/mls#hasOutput
hasOutput
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This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st60
st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
has as object
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation
evaluation
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st70
st70
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation
evaluation
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st70
st70
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/ns/mls#specifiedBy
specifiedBy
.
This is a local identifier minted within the nanopublication.
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st70
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
has as object
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st80
st80
http://www.w3.org/1999/02/22-rdf-syntax-ns#subject
has as subject
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation
evaluation
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This is a local identifier minted within the nanopublication.
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st80
http://www.w3.org/1999/02/22-rdf-syntax-ns#predicate
has as predicate
http://www.w3.org/ns/mls#hasValue
hasValue
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st80
st80
http://www.w3.org/1999/02/22-rdf-syntax-ns#object
has as object
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-value
evaluation-value
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st10
st10
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st20
st20
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st30
st30
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st40
st40
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st50
st50
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st60
st60
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st70
st70
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
This assertion
https://w3id.org/np/o/ntemplate/hasStatement
includes
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st80
st80
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#st60
st60
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/OptionalStatement
optional statement
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#algorithm
algorithm
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder
Guided choice placeholder
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset
dataset
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/UriPlaceholder
URI placeholder
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset-label
dataset-label
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/LiteralPlaceholder
Literal placeholder
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation
evaluation
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/LocalResource
Local resource
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder
Guided choice placeholder
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-value
evaluation-value
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/LiteralPlaceholder
Literal placeholder
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#run
run
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/LocalResource
Local resource
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#task
task
http://www.w3.org/1999/02/22-rdf-syntax-ns#type
is a
https://w3id.org/np/o/ntemplate/GuidedChoicePlaceholder
Guided choice placeholder
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValue
has as possible value
http://purl.obolibrary.org/obo/STATO_0000415
STATO_0000415
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValue
has as possible value
http://purl.obolibrary.org/obo/STATO_0000416
STATO_0000416
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#algorithm
algorithm
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2Fns%2Fmls%23Algorithm&searchterm="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#algorithm
algorithm
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"https://www.ebi.ac.uk/ols/api/select?fieldList=iri,label,description&q="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#algorithm
algorithm
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"https://www.wikidata.org/w/api.php?action=wbsearchentities&language=en&format=json&limit=5&search="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2Fns%2Fmls%23EvaluationMeasure&searchterm="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"https://www.ebi.ac.uk/ols/api/select?ontology=stato&fieldList=iri,label,description&q="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#task
task
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"http://purl.org/nanopub/api/find_signed_things?type=http%3A%2F%2Fwww.w3.org%2Fns%2Fmls%23Task&searchterm="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#task
task
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"https://www.ebi.ac.uk/ols/api/select?fieldList=iri,label,description&q="
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#task
task
https://w3id.org/np/o/ntemplate/possibleValuesFromApi
has possible values from API
(this is a literal)
"https://www.wikidata.org/w/api.php?action=wbsearchentities&language=en&format=json&limit=5&search="
.
http://purl.obolibrary.org/obo/STATO_0000415
STATO_0000415
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(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."
.
http://purl.obolibrary.org/obo/STATO_0000416
STATO_0000416
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"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)"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#algorithm
algorithm
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"the used algorithm (e.g. Random Forest)"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset
dataset
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"the URL of the used dataset"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#dataset-label
dataset-label
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"the name of the dataset"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation
evaluation
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"an evaluation"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-measure
evaluation-measure
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"the evaluation measure (e.g. Accuracy)"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#evaluation-value
evaluation-value
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"value of the evaluation result (e.g. 0.81 if the accuracy is 81%)"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#run
run
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"this run"
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#task
task
http://www.w3.org/2000/01/rdf-schema#label
is labeled as
(this is a literal)
"the task performed (e.g. Spam Detection)"
.
This is the identifier for the assertion of this nanopublication.
http://purl.org/np/RAxoQEFSMj...#assertion
The assertion above
http://www.w3.org/ns/prov#wasAttributedTo
is attributed to
https://orcid.org/0000-0002-1267-0234
me (Tobias Kuhn)
.
This is the identifier for this whole nanopublication.
http://purl.org/np/RAxoQEFSMj...
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.
http://purl.org/np/RAxoQEFSMj...
This nanopublication
http://purl.org/nanopub/x/supersedes
supersedes
http://purl.org/np/RAKL5Z1hCC...
RAKL5Z1hCC
.
This is the identifier for this whole nanopublication.
http://purl.org/np/RAxoQEFSMj...
This nanopublication
date and time when the nanopublication was created
http://purl.org/dc/terms/created
was created on
(this is a literal)
"2023-04-12T09:35:57.072Z"
.
This is the identifier for this whole nanopublication.
http://purl.org/np/RAxoQEFSMj...
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/RAkONP_jLq...
RAkONP_jLq
.
This is the identifier for this whole nanopublication.
http://purl.org/np/RAxoQEFSMj...
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/RANwQa4ICW...
RANwQa4ICW
.
This is the identifier for this whole nanopublication.
http://purl.org/np/RAxoQEFSMj...
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.
http://purl.org/np/RAxoQEFSMj...
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/RAjpBMlw3o...
RAjpBMlw3o
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#sig
sig
http://purl.org/nanopub/x/hasSignatureTarget
has as target
This is the identifier for this whole nanopublication.
http://purl.org/np/RAxoQEFSMj...
this nanopublication
.
This is a local identifier minted within the nanopublication.
http://purl.org/np/RAxoQEFSMj...#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.
http://purl.org/np/RAxoQEFSMj...#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.
http://purl.org/np/RAxoQEFSMj...#sig
sig
http://purl.org/nanopub/x/hasSignature
has the signature
(this is a literal)
"etzn4F06YpYGwKRAShmxPjdAqew0PMB7TekygGbS8hlizyWOaslF5QeZx45sJEWACF3BtGD/c6haEsw2U0mT7ZbgYah/ER6XSY2KDZyMBzffRbpvdqGmdd9YEXvuYVOVZ+b4euAJNDivaONBN4ARCFdMpZs0hl7NPbFJkBaYpsA="
.