Submissions:AlgorithmImplementationExecution
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General description
| Name: | AlgorithmImplementationExecution |
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| Submitted by: | AgnieszkaLawrynowicz, DiegoEsteves, PancePanov, SasoDzeroski, TommasoSoru, JoaquinVanschoren |
| Also Known As: | |
| Intent: | To model algorithm specifications, their implementations and executions, together with parameters of implementations, settings of the parameters for the execution, and inputs the execution consumes (e.g., data) and outputs the execution produces (e.g., models, reports). |
| Domains: | |
| Competency Questions: |
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| Solution description: | Beloit it is provided the formalization of the pattern in the Web Ontology Language (OWL) in Manchester syntax:
Algorithm SubClassOf InformationEntity |
| Reusable OWL Building Block: | https://github.com/ML-Schema/core/blob/master/AlgorithmImplementationExecution.owl (0) |
| Consequences: | |
| Scenarios: | Consider a scenario in machine learning (ML) domain. The scenario deals with a machine learning task completion and it is based on an example derived from the OpenML portal (http://www.openml.org/). There is an ML Task :task29 which is a supervised classification task defined on the dataset :credit-a. This task is achieved by the Execution :run100241 which executes the Implementation :wekaLogistic of the Algorithm :logisticRegression. The Implementation :wekaLogistic has five hyperparameters (Parameter): :wekaLogisticC, :wekaLogisticDoNotCheckCapabilities, :wekaLogisticM, :wekaLogisticOutputDebugInfo, :wekaLogisticR. The values of two of these hyperparameters are set. The hyper parameter :wekaLogisticM has value set to -1 (expressed via the ParameterSetting :wekaLogisticMSetting29), and the hyper parameter :wekaLogisticR that has its value set to "1.0E-8"^^xsd:float (expressed via the ParameterSetting :wekaLogisticRSetting29). The Execution :run100241 has on Input the :credit-a dataset and the parameter settings and its Output is the ML model :wekaLogisticModel100241.
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| Known Uses: | ML Schema, DMOP, Function Ontology, MEX, OBI, OntoDM |
| Web References: | |
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| Examples (OWL files): | |
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| Reengineered From: |
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| Has Components: | |
| Specialization Of: | |
| Related CPs: |
Elements
The AlgorithmImplementationExecution Content OP locally defines the following ontology elements:
Additional information
Scenarios
No scenario is added to this Content OP.
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References
