User Guide

From installation to advanced usage — everything you need to compute topological descriptors for EHR data.

Note

TRAILED is under active development. The current release provides the foundational ECT implementation. Healthcare-specific extensions are in progress.

Getting Started

Installation

Install TRAILED and optional dependencies.

Installation
Quickstart

Compute your first topological descriptor in 5 minutes.

Quickstart
Programmatic API

Full control over direction sampling and resolution.

Programmatic

Configuration & Tuning

Intermediate

Direction sampling strategies and resolution tuning.

Intermediate
Advanced

Custom filtrations and differentiable workflows.

Advanced

Production & Quality

Best Practices

Recommended parameter choices and performance tips.

Best Practices
Testing

Validate descriptor stability and reproducibility.

Testing