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Class: CrossValidation

Cross-validation strategy and results for ML models.

URI: [namo:CrossValidation](https://w3id.org/monarch-initiative/namo/CrossValidation)
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](cv_method.md) | 0..1
[CrossValidationMethodEnum](CrossValidationMethodEnum.md) | Type of cross-validation used | direct | | [n_folds](n_folds.md) | 0..1
[Integer](Integer.md) | Number of folds in cross-validation | direct | | [cv_score](cv_score.md) | 0..1
[Float](Float.md) | Average cross-validation score | direct | | [cv_std](cv_std.md) | 0..1
[Float](Float.md) | Standard deviation of cross-validation scores | direct | ## Usages | used by | used in | type | used | | --- | --- | --- | --- | | [MLModel](MLModel.md) | [cross_validation](cross_validation.md) | range | [CrossValidation](CrossValidation.md) | ## 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
    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
    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
    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
    owner: CrossValidation
    domain_of:
    - CrossValidation
    range: float