Nanopublication for Data Science

Nanopublication A nanopublication contains as main content a statement in the assertion part (shown in blue) encoded in a way that computers can understand. It is expressed as one or more subject-relation-object structures, each shown on a separate line, where the identifier of the subject (left) is connected to the identifier of the object (right) via the identifier of the relation type (middle).

  https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA RAKN2Y56Dj   "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/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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/explore?8&id=https://zenodo.org/record/7937808/files/DWAEF_Sarc_Dataset.xlsx DWAEF_Sarc_Dataset.xlsx .

https://nanodash.petapico.org/explore?8&id=https://zenodo.org/record/7937808/files/DWAEF_Sarc_Dataset.xlsx DWAEF_Sarc_Dataset.xlsx 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) "DWAEF_Sarc_Dataset.xlsx" .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#evaluation an evaluation .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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 the assertion of this nanopublication. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#assertion The assertion above http://www.w3.org/ns/prov#wasGeneratedBy was generated by This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#research-activity a research activity .

This is a local identifier minted within the nanopublication. https://w3id.org/kpxl/ios/ds/np/RAKN2Y56DjlJHRGLK75_vK0Aa7_jl6PwENnzHkqroL-QA#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 .

https://doi.org/10.3233/DS-220058 doi:10.3233/DS-220058 http://www.w3.org/1999/02/22-rdf-syntax-ns#type is an http://purl.org/ontology/bibo/AcademicArticle academic article .

Tobias Kuhn 21 Aug 2023, 13:04:28 UTC

Type Description This is the description of the type this nanopublication belongs to.

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