Class: AiInformativenessBias

Bias that occurs or some groups, the mapping between inputs present in

the data and outputs are more difficult to learn and where a model that

only has one feature set available, can be biased against the group

whose relationships are difficult to learn from available data

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

Inheritance

AiRiskConcept
- AIBias
  - EngineeringDecisionBias
    - AiInformativenessBias

Class Properties

Property	Value
Class URI	ai:InformativenessBias

Slots

Name	Cardinality and Range	Description	Inheritance

In Subsets

Aliases

InformativenessBias
Informativeness Bias

Comments

This can happen when some features are highly informative about one group, while a different set of features is highly informative about another group. If this is the case, then a model that only has one feature set available, can be biased against the group whose relationships are difficult to learn from available data

Identifier and Mapping Information

Annotations

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

Schema Source

from schema: https://w3id.org/lmodel/dpv/ai

Mappings

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

LinkML Source

Direct

name: AiInformativenessBias
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 24027:2021
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#InformativenessBias
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Bias that occurs or some groups, the mapping between inputs present
  in

  the data and outputs are more difficult to learn and where a model that

  only has one feature set available, can be biased against the group

  whose relationships are difficult to learn from available data'
comments:
- 'This can happen when some features are highly informative about one

  group, while a different set of features is highly informative about

  another group. If this is the case, then a model that only has one

  feature set available, can be biased against the group whose

  relationships are difficult to learn from available data'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- InformativenessBias
- Informativeness Bias
exact_mappings:
- dpv_ai:InformativenessBias
- dpv_ai_owl:InformativenessBias
is_a: EngineeringDecisionBias
class_uri: ai:InformativenessBias

Induced

name: AiInformativenessBias
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 24027:2021
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#InformativenessBias
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Bias that occurs or some groups, the mapping between inputs present
  in

  the data and outputs are more difficult to learn and where a model that

  only has one feature set available, can be biased against the group

  whose relationships are difficult to learn from available data'
comments:
- 'This can happen when some features are highly informative about one

  group, while a different set of features is highly informative about

  another group. If this is the case, then a model that only has one

  feature set available, can be biased against the group whose

  relationships are difficult to learn from available data'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- InformativenessBias
- Informativeness Bias
exact_mappings:
- dpv_ai:InformativenessBias
- dpv_ai_owl:InformativenessBias
is_a: EngineeringDecisionBias
class_uri: ai:InformativenessBias