Title :
Matrix-valued Monge-Kantorovich optimal mass transport
Author :
Lipeng Ning ; Georgiou, Tryphon T. ; Tannenbaum, Allen
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
We formulate an optimal transport problem for matrix-valued density functions. This is pertinent in the spectral analysis of multivariable time-series. The “mass” represents energy at various frequencies whereas, in addition to a usual transportation cost across frequencies, a cost of rotation is also taken into account. We show that it is natural to seek the transportation plan in the tensor product of the spaces for the two matrix-valued marginals. In contrast to the classical Monge-Kantorovich setting, the transportation plan is no longer supported on a thin zero-measure set.
Keywords :
multivariable systems; tensors; time series; transport processes; matrix-valued Monge-Kantorovich optimal mass transport; matrix-valued marginals; spectral analysis; tensor product; transportation cost; transportation plan; variable time-series; zero-measure set; Manganese;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760486