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Nanopublication

  https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY RAArcTYuBq   "Result of Machine Learning run: detection of sarcasm in online text messages"

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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 sarcasm in online text messages" .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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/Q245652 ensemble learning .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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 http://purl.org/np/RAGjDt_jDgYZox7R7yQe3VH59avpgBJt_hXL6gA5-W5DQ#sarcasm detection of sarcasm in online text messages .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#evaluation an evaluation .
This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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) "0.92" .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY 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/ https://orcid.org/0000-0002-3340-8112 0000-0002-3340-8112 .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY 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/ https://orcid.org/0000-0002-4472-1681 0000-0002-4472-1681 .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY 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/ https://orcid.org/0000-0002-5169-209X 0000-0002-5169-209X .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY 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/ https://orcid.org/0000-0002-6785-9691 0000-0002-6785-9691 .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY 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/ https://orcid.org/0000-0003-0636-4000 0000-0003-0636-4000 .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2023-08-21T12:50:26.628Z" .
This is the identifier for this whole nanopublication. https://w3id.org/kpxl/ios/ds/np/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY 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/RAArcTYuBqhX7vQOBlZ1AbSV6roXMyssrIK14NFezSgdY#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." .

Tobias Kuhn 21 Aug 2023, 12:50:26 UTC

This nanopublication has a newer version.

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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