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MachineShop User Guide2 years ago
Description | Features | Getting Started | Installation | Documentation | Melanoma Example | Model Fit and Prediction | Model Information | Type-Specific Models | Response Variable-Specific Models | Fit Function | Dynamic Model Parameters | Predict Function | Variable Specifications | Traditional Formula | Design Matrix | Model Frame | Preprocessing Recipe | Summary | Response Variable Types | Factor | Ordered Factor | Numeric Vector | Numeric Matrix | Survival Objects | Model Performance Metrics | Performance Function | Metric Functions | Metric Information | Type-Specific Metrics | Response Variable-Specific Metrics | Factors | Binary Factors | Numerics | Resampled Performance | Algorithms | Parallel Processing | Resample Function | Summary Statistics | Plots | Stratified Resampling | Model Comparisons | Model Predictor Effects and Diagnostics | Variable Importance | Recursive Feature Elimination | Partial Dependence Plots | Calibration Curves | Confusion Matrices | Performance Curves | ROC Curves | Precision Recall Curves | Lift Curves | Modeling Strategies | Inputs | Input Tuning | Input Selection | Models | Model Tuning | Model Selection | Ensemble Learning | Methodology | Global Settings | Package Extensions | Custom Models | Custom Metrics | Usage | Model Constructor Functions | References
MRMCaov for R User Guide3 years ago
Getting Started | Documentation: User Guide | Installation | Citing the Software | Introduction | Obuchowski and Rockette Model | VanDyke Example | Multi-Reader Multi-Case Analysis | Performance Metrics | Area Under the ROC Curve | ROC Curve Expected Utility | ROC Curve Sensitivity and Specificity | Binary Metrics | Covariance Estimation Methods | Fixed Factors | Study Designs | Single-Reader Multi-Case Analysis | Single-Test Multi-Case Analysis | ROC Curves | Curve Fitting | Single Curve | Multiple Curves | Parametric Curves | Curve Points | Mean Curves | Reader Performance Metrics | ROC Curve Metrics | References
Conventions for MLModels Implementation5 years ago
Model Constructor Components | Constructor Arguments | name Slot | packages Slot | response_types Slot | weights Slot | params Slot | fit Function | predict Function | varimp Function | Documenting an MLModel | Model Parameters | Details Section | Return (Value) Section | See Also Section | Package Extensions