Unified asymptotic theory for all partial directed coherence forms

Philos Trans A Math Phys Eng Sci. 2013 Jul 15;371(1997):20120158. doi: 10.1098/rsta.2012.0158. Print 2013 Aug 28.

Abstract

This paper presents a unified mathematical derivation of the asymptotic behaviour of the three main forms of partial directed coherence (PDC). Numerical examples are used to contrast PDC, gPDC (generalized PDC) and iPDC (information PDC) as to meaning and applicability and, more importantly, to show their essential statistical equivalence insofar as connectivity inference is concerned.

Keywords: Granger causality inference; asymptotic theory; connectivity detection; partial directed coherence.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms*
  • Computer Simulation
  • Models, Biological*
  • Models, Statistical*