Class: CrossValidation

Cross-validation strategy and results for ML models.

classDiagram class CrossValidation click CrossValidation href "../CrossValidation/" CrossValidation : cv_method CrossValidation --> "0..1" CrossValidationMethodEnum : cv_method click CrossValidationMethodEnum href "../CrossValidationMethodEnum/" CrossValidation : cv_score CrossValidation : cv_std CrossValidation : n_folds

Slots

Name	Cardinality and Range	Description	Inheritance
cv_method	0..1 CrossValidationMethodEnum	Type of cross-validation used	direct
n_folds	0..1 Integer	Number of folds in cross-validation	direct
cv_score	0..1 Float	Average cross-validation score	direct
cv_std	0..1 Float	Standard deviation of cross-validation scores	direct

Usages

used by	used in	type	used
MLModel	cross_validation	range	CrossValidation

Identifier and Mapping Information

Schema Source

from schema: https://w3id.org/monarch-initiative/namo

Mappings

Mapping Type	Mapped Value
self	namo:CrossValidation
native	namo:CrossValidation

LinkML Source

Direct

name: CrossValidation
description: Cross-validation strategy and results for ML models.
from_schema: https://w3id.org/monarch-initiative/namo
attributes:
  cv_method:
    name: cv_method
    description: Type of cross-validation used
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - CrossValidation
    range: CrossValidationMethodEnum
  n_folds:
    name: n_folds
    description: Number of folds in cross-validation
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - CrossValidation
    range: integer
  cv_score:
    name: cv_score
    description: Average cross-validation score
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - CrossValidation
    range: float
  cv_std:
    name: cv_std
    description: Standard deviation of cross-validation scores
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - CrossValidation
    range: float

Induced

name: CrossValidation
description: Cross-validation strategy and results for ML models.
from_schema: https://w3id.org/monarch-initiative/namo
attributes:
  cv_method:
    name: cv_method
    description: Type of cross-validation used
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: cv_method
    owner: CrossValidation
    domain_of:
    - CrossValidation
    range: CrossValidationMethodEnum
  n_folds:
    name: n_folds
    description: Number of folds in cross-validation
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: n_folds
    owner: CrossValidation
    domain_of:
    - CrossValidation
    range: integer
  cv_score:
    name: cv_score
    description: Average cross-validation score
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: cv_score
    owner: CrossValidation
    domain_of:
    - CrossValidation
    range: float
  cv_std:
    name: cv_std
    description: Standard deviation of cross-validation scores
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: cv_std
    owner: CrossValidation
    domain_of:
    - CrossValidation
    range: float