Worked Examples
Here are some examples of using rough path-based methods in different contexts.
Some of these examples use the older “esig” package for computing signatures, and typically have supporting libraries that replicate the functionality of RoughPy on top of this interface.
- Logsignature example
- Controlled Neural Differential Equations - Time Series Classification
- Path Signatures for Drone Identification using \(\texttt{esig}\)
- Path Signatures for Natural Language Processing
- Path Signature Methodology for Landmark-based Human Action Recognition
- Path Signatures for Handwritten Digit Classification Using Esig
- Path Signatures for Early Sepsis Detection