IntegratedLearner1 months ago
Load Packages | Input Data Contract | Alternative Input Mode: MAE (Complete Binary Example) | Parameter Reference (Conbin, Multiclass, and Survival) | Common Wrapper Parameters (IntegratedLearner) | Conbin-Specific Parameters (Continuous/Binary Path) | Multiclass-Specific Parameters (Native Multiclass Path) | Survival-Specific Parameters (via ...) | Supported Models and Fusion Modules | Supported Models | Supported Fusion Outputs | Output Reference: What You Get and How to Access It | Conbin Outputs (Binary/Continuous) | Multiclass Outputs | Survival Outputs (Single/Early/Late) | Importance Outputs (Conbin, Multiclass, and Survival) | Quick Access Snippets | Example 1: Binary Outcome (IBD Classification) | Step 1: Load and Inspect Training and Validation Data | Step 2: Build PCL Inputs | Step 3: Fit the Model | Step 4: Inspect and Interpret Outputs | Example 2: Continuous Outcome (Gestational Age) | Step 1: Load and Inspect Data | Step 2: Build PCL Input | Step 3: Fit Continuous Model | Step 4: Evaluate Predictive Accuracy | Step 5: Uncertainty and Feature-Level Interpretation (BART) | Example 3: Multiclass Outcome (Franzosa MAE with External Validation) | Example 4: Survival Outcome (Time-to-event) | Interpret Survival Outputs | Session Information | References | Citation
IntegratedLearner 0.99.0Nalin Arora, Anupreet Porwal and Himel MallickIntegratedLearner.Rmd
