Overview#

TL;DR

This page gives a short overview of the tutorials that you can find on the website.

Disease Course Sequencing (Event Based Modelling)

Tutorial 1: A walkthrough of fitting a KDE EBM on simulated data

Tutorial 2: A walkthrough of fitting a DEBM on simulated data

Tutorial 3: (wishlist) A walkthrough of fitting a KDE EBM on real data

Tutorial 4: (wishlist) A walkthrough of fitting a DEBM on real data

Discover

Cross-sectional data Probabilistic

Disease Course Mapping

Tutorial 1 - Linear Mixed Effect Models limitations

Tutorial 2 - Get ready with Leaspy

Tutorial 3 - Leaspy advanced

Discover

Longitudinal data Non linear Mixed-effects model Spatiotemporal trajectory

GP Progression Model

Tutorial 1 - (GPPM) GP Progression Model Walkthrough

Tutorial 2 - (GPPM-DS) GP Progression Model Dynamical Systems Walkthrough

Discover

Longitudinal data To complete

Data simulation

Work-in-progress…

In the meantime, the KDE EBM walkthrough shows you how to simulate relevant data.

Forthcoming

To complete