The iisignature library: efficient calculation of iterated-integral signatures and log signatures

Understand

Iterated-integral signatures and log signatures are vectors calculated from a path that characterise its shape.

• They come from the theory of differential equations driven by rough paths, and also have applications in statistics and machine learning.
• We present algorithms for efficiently calculating these signatures, and benchmark their performance.
• We release the methods as a Python package.