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Class: FeatureEngineeringBias

Bias that occurs from steps such as encoding, data type conversion,

dimensionality reduction and feature selection which are subject to

choices made by the AI developer and introduce bias in the ML model

URI: ai:FeatureEngineeringBias

 classDiagram
    class FeatureEngineeringBias
    click FeatureEngineeringBias href "../FeatureEngineeringBias/"
      EngineeringDecisionBias <|-- FeatureEngineeringBias
        click EngineeringDecisionBias href "../EngineeringDecisionBias/"

Inheritance

Class Properties

Property Value
Class URI ai:FeatureEngineeringBias

Slots

Name Cardinality and Range Description Inheritance

In Subsets

Aliases

  • Feature Engineering Bias

Identifier and Mapping Information

Annotations

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

Schema Source

Mappings

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

LinkML Source

Direct

name: FeatureEngineeringBias
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 24027:2021
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#FeatureEngineeringBias
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Bias that occurs from steps such as encoding, data type conversion,

  dimensionality reduction and feature selection which are subject to

  choices made by the AI developer and introduce bias in the ML model'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Feature Engineering Bias
exact_mappings:
- dpv_ai:FeatureEngineeringBias
- dpv_ai_owl:FeatureEngineeringBias
is_a: EngineeringDecisionBias
class_uri: ai:FeatureEngineeringBias

Induced

name: FeatureEngineeringBias
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 24027:2021
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#FeatureEngineeringBias
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Bias that occurs from steps such as encoding, data type conversion,

  dimensionality reduction and feature selection which are subject to

  choices made by the AI developer and introduce bias in the ML model'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Feature Engineering Bias
exact_mappings:
- dpv_ai:FeatureEngineeringBias
- dpv_ai_owl:FeatureEngineeringBias
is_a: EngineeringDecisionBias
class_uri: ai:FeatureEngineeringBias