Title :
Signals and control aspects of optimal mass transport and the Boltzmann entropy
Author :
Tannenbaum, Emmanuel ; Georgiou, Tryphon ; Tannenbaum, Allen
Author_Institution :
Dept. of Chem., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel
Abstract :
In this note we describe some properties of the Wasserstein-2 metric on the space of probability distributions. It turns out that the resulting geodesics lead to interesting connections with the Boltzmann entropy, the heat equations (both linear and nonlinear), and suggest possible Riemannian structures on density functions. In particular, we observe similarities and connections with other metrics originating in Information geometry and prediction theory.
Keywords :
Boltzmann equation; differential geometry; entropy; mass transfer; prediction theory; statistical distributions; Boltzmann entropy; Riemannian structure; Wasserstein-2 metric; density function; geodesic based method; heat equation; information geometry; optimal mass transport; prediction theory; probability distribution; Biomedical measurements; Entropy; Equations; Geometry; Heating; Materials;
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-7745-6
DOI :
10.1109/CDC.2010.5717821