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Evaluation results of a Machine Learning experiment

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Here you find more information about this type of nanopublication. You can create a new one below, and check out the ones you have already created, as candidates for your Data Science submission.

Type Description This is the description of the type of nanopublications you can create through this page.

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.

Example 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).

http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0 RAQV0grGVX "Detection of texts about animals"

This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run 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 that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run run connects a thing (left) to its human-readable label (right) http://www.w3.org/2000/01/rdf-schema#label has the label "Detection of texts about animals" .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run run connects a thing to a human-readable description of that thing. http://purl.org/dc/terms/description is described by "This is a fictitious experiment on detecting texts that are about animals" .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run 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 statistical algorithm that is used to cluster points of data in functional groups http://www.wikidata.org/entity/Q245748 random forest .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run 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 classification of texts http://www.wikidata.org/entity/Q102190569 text classification .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run 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://doi.org/10.35111/77ba-9x74 77ba-9x74 .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#run 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 that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#evaluation evaluation .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#evaluation evaluation A relation between an entity and the information content entity that specifies it. http://www.w3.org/ns/mls#specifiedBy measures measure of a test's accuracy https://www.wikidata.org/entity/Q6975395 F1 score .
This is a local identifier that was minted when the nanopublication was created. http://purl.org/np/RAQV0grGVX22NUdKxBijorX0vy06-hdDY3BpScIeQzhx0#evaluation evaluation assigns a numerical value denoting the measured result of an evaluation http://www.w3.org/ns/mls#hasValue has the result value "0.86" .
https://doi.org/10.35111/77ba-9x74 77ba-9x74 connects a thing (left) to its human-readable label (right) http://www.w3.org/2000/01/rdf-schema#label has the label "The New York Times Annotated Corpus" .

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