Result of Machine Learning run: detection of sarcasm in online text messages (explore)

Result of Machine Learning run: detection of sarcasm in online text messages

Full identifier: http://purl.org/np/RAkwOFypeV8YoSB7Y8saYf_rRUZJYm-EJ5T5LEZIAhMAg

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Nanopublication

Result of Machine Learning run: detection of sarcasm in online text messages DataScience Run comment approve/disapprove edit as derived nanopublication create new with same template

This is a local identifier minted within the nanopublication. http://purl.org/np/RAkwOFypeV...#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. http://purl.org/np/RAkwOFypeV...#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. http://purl.org/np/RAkwOFypeV...#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 sarcasm in online text messages using a deep weighted average ensemble framework harnessing novel indicators." .

This is a local identifier minted within the nanopublication. http://purl.org/np/RAkwOFypeV...#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. http://purl.org/np/RAkwOFypeV...#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/sarcasm_detection sarcasm detection .

This is a local identifier minted within the nanopublication. http://purl.org/np/RAkwOFypeV...#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://nanodash.petapico.org/.../files/DWAEF_Sarc_Dataset.xlsx explore .

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This is a local identifier minted within the nanopublication. http://purl.org/np/RAkwOFypeV...#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 .

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This is a local identifier minted within the nanopublication. http://purl.org/np/RAkwOFypeV...#research-activity The research activity http://purl.org/dc/terms/description is described in https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 .

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This is the identifier for this whole nanopublication. http://purl.org/np/RAkwOFypeV... This nanopublication http://purl.org/dc/terms/creator is created by https://orcid.org/0000-0002-1267-0234 me (Tobias Kuhn) .

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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." .

http://www.wikidata.org/entity/Q245652 ensemble learning https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "ensemble learning - in machine learning, the use of multiple algorithms to obtain better predictive performance than from any of the constituent learning algorithms alone" .

https://w3id.org/kpxl/ios/ds/terms/sarcasm_detection sarcasm detection https://w3id.org/np/o/ntemplate/hasLabelFromApi has the label from an API (this is a literal) "sarcasm detection - by Tobias Kuhn" .

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Richa Sharma et al. (authors), Tobias Kuhn (creator), 21 Aug 2023, 13:03:46 UTC

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