Class: AlgorithmSelectionBias
Bias that occurs from the selection of machine learning algorithms built
into the AI system which introduce unwanted bias in predictions made by
the system because the type of algorithm used introduces a variation in
the performance of the ML model
URI: ai:AlgorithmSelectionBias
classDiagram
class AlgorithmSelectionBias
click AlgorithmSelectionBias href "../AlgorithmSelectionBias/"
EngineeringDecisionBias <|-- AlgorithmSelectionBias
click EngineeringDecisionBias href "../EngineeringDecisionBias/"
Inheritance
- AiRiskConcept
- AIBias
- EngineeringDecisionBias
- AlgorithmSelectionBias
- EngineeringDecisionBias
- AIBias
Class Properties
| Property | Value |
|---|---|
| Class URI | ai:AlgorithmSelectionBias |
Slots
| Name | Cardinality and Range | Description | Inheritance |
|---|---|---|---|
In Subsets
Aliases
- Algorithm Selection Bias
Identifier and Mapping Information
Annotations
| property | value |
|---|---|
| dct_source | ISO/IEC 24027:2021 |
| upstream_iri | https://w3id.org/dpv/ai/owl#AlgorithmSelectionBias |
| dpv_extension_slug | ai |
Schema Source
- from schema: https://w3id.org/lmodel/dpv/ai
Mappings
| Mapping Type | Mapped Value |
|---|---|
| self | ai:AlgorithmSelectionBias |
| native | ai:AlgorithmSelectionBias |
| exact | dpv_ai:AlgorithmSelectionBias, dpv_ai_owl:AlgorithmSelectionBias |
LinkML Source
Direct
name: AlgorithmSelectionBias
annotations:
dct_source:
tag: dct_source
value: ISO/IEC 24027:2021
upstream_iri:
tag: upstream_iri
value: https://w3id.org/dpv/ai/owl#AlgorithmSelectionBias
dpv_extension_slug:
tag: dpv_extension_slug
value: ai
description: 'Bias that occurs from the selection of machine learning algorithms built
into the AI system which introduce unwanted bias in predictions made by
the system because the type of algorithm used introduces a variation in
the performance of the ML model'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Algorithm Selection Bias
exact_mappings:
- dpv_ai:AlgorithmSelectionBias
- dpv_ai_owl:AlgorithmSelectionBias
is_a: EngineeringDecisionBias
class_uri: ai:AlgorithmSelectionBias
Induced
name: AlgorithmSelectionBias
annotations:
dct_source:
tag: dct_source
value: ISO/IEC 24027:2021
upstream_iri:
tag: upstream_iri
value: https://w3id.org/dpv/ai/owl#AlgorithmSelectionBias
dpv_extension_slug:
tag: dpv_extension_slug
value: ai
description: 'Bias that occurs from the selection of machine learning algorithms built
into the AI system which introduce unwanted bias in predictions made by
the system because the type of algorithm used introduces a variation in
the performance of the ML model'
in_subset:
- ai_risks_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Algorithm Selection Bias
exact_mappings:
- dpv_ai:AlgorithmSelectionBias
- dpv_ai_owl:AlgorithmSelectionBias
is_a: EngineeringDecisionBias
class_uri: ai:AlgorithmSelectionBias