Predictive Clinical Neuroscience toolkit
Getting started
Background
Function & Class Docs
Tutorials
- DEMO ON NORMATIVE MODELING
- Predictive Clinical Neuroscience Toolkit
- Hierarchical Bayesian Regression Normative Modelling and Transfer onto unseen site.
- Using lifespan models to make predictions on new data
- Predictive Clinical Neuroscience Toolkit
- The Normative Modeling Framework for Computational Psychiatry Protocol
- Data Preparation
- Algorithm & Modeling
- Evaluation & Interpretation
- Visualization of normative modeling outputs
- Post-hoc analysis on normative modeling outputs
- Load Data
- Create Train/Test Splits
- Principal Component Regression (BBS)
- Connectome Predictive Modelling
- Lasso (Linear Regression + L1 Regularization)
- Ridge (Linear Regression + L2 Regularization)
- Elastic Net (Linear Regression + L1/L2 Regularization)
Other Useful Stuff