A multi-dimensional stream and its signature representation

Understand

The signature of a path is an essential object in the theory of rough paths.

• The signature representation of the data stream can recover standard statistics, e.g.
• the moments of the data stream.
• The classification of random walks indicates the advantages of using the signature of a stream as the feature set for machine learning.