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 Result of Machine Learning run: Detection of simile in online text messages DataScience Run

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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/RA8iM6IOJK...#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) "Detection of simile in online text messages" .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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) "This experiment detects similes in online text messages." .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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://www.wikidata.org/entity/Q107750691 graph neural network .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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/simile_detection simile detection .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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://zenodo.org/record/7937808/files/simile_non_simile_shuffled.xls simile_non_simile_shuffled.xls .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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/RA8iM6IOJK...#evaluation an evaluation .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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/RA8iM6IOJK...#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) "99.22" .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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 Prakher Pandey .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/0000-0002-4472-1681 Richa Sharma .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/0000-0002-5169-209X VISHAL MAURYA .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/0000-0002-6785-9691 Simrat Deol .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/0000-0003-0636-4000 Udit Kaushish .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2023-08-21T12:34:49.052Z" .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/RA8iM6IOJK... 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/RA8iM6IOJK... 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 .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/RA6MFGH8ki... RA6MFGH8ki .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/RABngHbKpo... RABngHbKpo .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/RAh1gm83Ji... RAh1gm83Ji .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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 the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK... 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/RA8iM6IOJK...#run run .
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." .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#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/RA8iM6IOJK... this nanopublication .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RA8iM6IOJK...#sig sig http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal) "RSA" .

Richa Sharma et al. (authors), Tobias Kuhn (creator), 21 Aug 2023, 12:34:49 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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