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Enums for modelExplainability and anonymizationMethodUsed #868

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bact opened this issue Aug 29, 2024 · 0 comments
Open

Enums for modelExplainability and anonymizationMethodUsed #868

bact opened this issue Aug 29, 2024 · 0 comments
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Profile:AI Artificial Intelligence Profile and related matters Profile:Dataset Dataset Profile and related matters
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bact commented Aug 29, 2024

From this snippet

{
    "type": "dataset_DatasetPackage",
    "dataset_anonymizationMethodUsed" : "pseudonymization",
    "description": "replace direct identifiers (such as name or social security number) with artificial identifiers to prevent the data from being directly linked back to the individual"
}
  • The anonymizationMethodUsed field is only used for a method name (possible to be from a list/enum).
  • Details of how it has been used is in the description filed.
  • Similar style of usage like this can be applied with modelExplainability field in AI Profile

This is the area that in 3.1 we can have new vocabularies:
AnonymizationMethod and ModelExplainabilityAlgorithm,
to be used with anonymizationMethodUsed and modelExplainability.

They may look similar to HashAlgorithm.

  • dataCollectionProcess and dataPreprocessing (all free-form text currently) are also potentially able to have these kind of enums.
  • We may even able to borrow steps from data processing "pipelines" in framework like langchain and huggingface for dataPreprocessing
@bact bact added Profile:AI Artificial Intelligence Profile and related matters Profile:Dataset Dataset Profile and related matters labels Aug 29, 2024
@bact bact added this to the 3.1 milestone Aug 29, 2024
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