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Class: AiDataBias

Bias that occurs due to unaddressed data properties that lead to AI

systems that perform better or worse for different groups

URI: ai:DataBias

 classDiagram
    class AiDataBias
    click AiDataBias href "../AiDataBias/"
      AIBias <|-- AiDataBias
        click AIBias href "../AIBias/"


      AiDataBias <|-- AiDataAggregationBias
        click AiDataAggregationBias href "../AiDataAggregationBias/"
      AiDataBias <|-- DataLabellingProcessBias
        click DataLabellingProcessBias href "../DataLabellingProcessBias/"
      AiDataBias <|-- DistributedTrainingBias
        click DistributedTrainingBias href "../DistributedTrainingBias/"
      AiDataBias <|-- MissingFeaturesBias
        click MissingFeaturesBias href "../MissingFeaturesBias/"
      AiDataBias <|-- NonRepresentativeSamplingBias
        click NonRepresentativeSamplingBias href "../NonRepresentativeSamplingBias/"

Inheritance

Class Properties

Property Value
Class URI ai:DataBias

Slots

Name Cardinality and Range Description Inheritance

In Subsets

Aliases

  • DataBias
  • Data Bias

Identifier and Mapping Information

Annotations

property value
dct_source ISO/IEC 24027:2021
upstream_iri https://w3id.org/dpv/ai/owl#DataBias
dpv_extension_slug ai

Schema Source

Mappings

Mapping Type Mapped Value
self ai:DataBias
native ai:AiDataBias
exact dpv_ai:DataBias, dpv_ai_owl:DataBias

LinkML Source

Direct

name: AiDataBias
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 24027:2021
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#DataBias
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Bias that occurs due to unaddressed data properties that lead to AI

  systems that perform better or worse for different groups'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- DataBias
- Data Bias
exact_mappings:
- dpv_ai:DataBias
- dpv_ai_owl:DataBias
is_a: AIBias
class_uri: ai:DataBias

Induced

name: AiDataBias
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 24027:2021
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#DataBias
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Bias that occurs due to unaddressed data properties that lead to AI

  systems that perform better or worse for different groups'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- DataBias
- Data Bias
exact_mappings:
- dpv_ai:DataBias
- dpv_ai_owl:DataBias
is_a: AIBias
class_uri: ai:DataBias