A General Theory of Paths: Signatures, Jump Lifts, and Expected Signatures of Self-Exciting Processes

Miquel Noguer i Alonso

This paper develops a path-first theory using the signature as a universal coordinate for deterministic paths, rough paths, jump streams, and path-valued random variables. Geometri…