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Class: ModelPerformance

Statistical performance metrics for computational models.

URI: namo:ModelPerformance

classDiagram class ModelPerformance click ModelPerformance href "../ModelPerformance/" ModelPerformance : accuracy ModelPerformance : auc ModelPerformance : r_squared ModelPerformance : rmse ModelPerformance : sensitivity ModelPerformance : specificity

Slots

Name Cardinality and Range Description Inheritance
accuracy 0..1
Float		 Overall accuracy of the model (0 direct
sensitivity 0..1
Float		 Sensitivity/recall of the model (0 direct
specificity 0..1
Float		 Specificity of the model (0 direct
r_squared 0..1
Float		 R-squared value for regression models direct
rmse 0..1
Float		 Root mean square error direct
auc 0..1
Float		 Area under the ROC curve direct

Usages

used by used in type used
QSARModel model_performance range ModelPerformance

Identifier and Mapping Information

Schema Source

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

Mappings

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

LinkML Source

Direct

name: ModelPerformance
description: Statistical performance metrics for computational models.
from_schema: https://w3id.org/monarch-initiative/namo
attributes:
  accuracy:
    name: accuracy
    description: Overall accuracy of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  sensitivity:
    name: sensitivity
    description: Sensitivity/recall of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  specificity:
    name: specificity
    description: Specificity of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  r_squared:
    name: r_squared
    description: R-squared value for regression models
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  rmse:
    name: rmse
    description: Root mean square error
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float
  auc:
    name: auc
    description: Area under the ROC curve
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    domain_of:
    - ModelPerformance
    range: float

Induced

name: ModelPerformance
description: Statistical performance metrics for computational models.
from_schema: https://w3id.org/monarch-initiative/namo
attributes:
  accuracy:
    name: accuracy
    description: Overall accuracy of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: accuracy
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  sensitivity:
    name: sensitivity
    description: Sensitivity/recall of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: sensitivity
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  specificity:
    name: specificity
    description: Specificity of the model (0.0-1.0)
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: specificity
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  r_squared:
    name: r_squared
    description: R-squared value for regression models
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: r_squared
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  rmse:
    name: rmse
    description: Root mean square error
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: rmse
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float
  auc:
    name: auc
    description: Area under the ROC curve
    from_schema: https://w3id.org/monarch-initiative/namo
    rank: 1000
    alias: auc
    owner: ModelPerformance
    domain_of:
    - ModelPerformance
    range: float