Class: ConvolutionOperation

Convolution operation as used in convolutional neural networks (Clause 3.4.3).

 classDiagram
    class ConvolutionOperation
    click ConvolutionOperation href "../ConvolutionOperation/"
      AIConcept <|-- ConvolutionOperation
        click AIConcept href "../AIConcept/"

      ConvolutionOperation : aliases

      ConvolutionOperation : clause_reference

      ConvolutionOperation : description

      ConvolutionOperation : id

      ConvolutionOperation : kernel_size

      ConvolutionOperation : name

      ConvolutionOperation : padding

      ConvolutionOperation : preferred_label

      ConvolutionOperation : see_also_uri

      ConvolutionOperation : stride

Inheritance

NamedEntity
- AIConcept
  - ConvolutionOperation

Slots

Name	Cardinality and Range	Description	Inheritance
kernel_size	* Integer	Spatial dimensions of the convolution kernel	direct
stride	0..1 Integer	Stride applied when sliding the kernel over the input	direct
padding	0..1 String	Padding mode (e	direct
id	1 Uriorcurie	Unique CURIE or URI identifying the entity	NamedEntity
name	1 String	Human-readable label for the entity	NamedEntity
description	0..1 String	Free-text description of the entity (paraphrased; verbatim ISO text excluded)	NamedEntity
clause_reference	0..1 String	ISO/IEC 22989:2022 clause identifier (e	NamedEntity
aliases	* String	Alternative names or synonyms for the term	NamedEntity
preferred_label	0..1 String	Preferred natural-language label	NamedEntity
see_also_uri	* Uriorcurie	Pointers to related external resources or term records	NamedEntity

Identifier and Mapping Information

Schema Source

from schema: https://w3id.org/lmodel/iso22989

Mappings

Mapping Type	Mapped Value
self	iso22989:ConvolutionOperation
native	iso22989:ConvolutionOperation

LinkML Source

Direct

name: ConvolutionOperation
description: Convolution operation as used in convolutional neural networks (Clause
  3.4.3).
from_schema: https://w3id.org/lmodel/iso22989
is_a: AIConcept
attributes:
  kernel_size:
    name: kernel_size
    description: Spatial dimensions of the convolution kernel.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    domain_of:
    - ConvolutionOperation
    range: integer
    multivalued: true
  stride:
    name: stride
    description: Stride applied when sliding the kernel over the input.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    domain_of:
    - ConvolutionOperation
    range: integer
    minimum_value: 1
  padding:
    name: padding
    description: Padding mode (e.g. valid, same).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    domain_of:
    - ConvolutionOperation
    range: string

Induced

name: ConvolutionOperation
description: Convolution operation as used in convolutional neural networks (Clause
  3.4.3).
from_schema: https://w3id.org/lmodel/iso22989
is_a: AIConcept
attributes:
  kernel_size:
    name: kernel_size
    description: Spatial dimensions of the convolution kernel.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: ConvolutionOperation
    domain_of:
    - ConvolutionOperation
    range: integer
    multivalued: true
  stride:
    name: stride
    description: Stride applied when sliding the kernel over the input.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: ConvolutionOperation
    domain_of:
    - ConvolutionOperation
    range: integer
    minimum_value: 1
  padding:
    name: padding
    description: Padding mode (e.g. valid, same).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: ConvolutionOperation
    domain_of:
    - ConvolutionOperation
    range: string
  id:
    name: id
    description: Unique CURIE or URI identifying the entity.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: dcterms:identifier
    identifier: true
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    range: uriorcurie
    required: true
  name:
    name: name
    description: Human-readable label for the entity.
    from_schema: https://w3id.org/lmodel/iso22989
    exact_mappings:
    - dcterms:title
    - schema:name
    rank: 1000
    slot_uri: schema:name
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    range: string
    required: true
  description:
    name: description
    description: Free-text description of the entity (paraphrased; verbatim ISO text
      excluded).
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: dcterms:description
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    range: string
  clause_reference:
    name: clause_reference
    description: ISO/IEC 22989:2022 clause identifier (e.g. "5.11.4") the element
      corresponds to.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    - AutonomyAssessment
    - VerificationValidationFramework
    range: string
    pattern: ^[0-9]+(\.[0-9]+){0,3}$
  aliases:
    name: aliases
    description: Alternative names or synonyms for the term.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: skos:altLabel
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    range: string
    multivalued: true
  preferred_label:
    name: preferred_label
    description: Preferred natural-language label.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: skos:prefLabel
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    range: string
  see_also_uri:
    name: see_also_uri
    description: Pointers to related external resources or term records.
    from_schema: https://w3id.org/lmodel/iso22989
    rank: 1000
    slot_uri: rdfs:seeAlso
    owner: ConvolutionOperation
    domain_of:
    - NamedEntity
    range: uriorcurie
    multivalued: true