BEYOND TIME-FREQUENCY ANALYSIS: ENERGY DENSITIES IN ONE AND MANY DIMENSIONS Richard G. Baraniuk Department of Electrical and Computer Engineering Rice University Houston, TX 77251--1892, USA Email: richb@rice.edu Given a unitary operator A representing a physical quantity of interest, we employ concepts from group representation theory to define two natural signal energy densities for A. The first is invariant to A and proves useful when the effect of A is to be ignored; the second is covariant to A and measures the ``A'' content of signals. The construction is quite general and is also easily extended to the multi-operator case, which generalizes previously derived joint densities such as the time-frequency and time-scale distributions. Presented at IEEE ICASSP 1994, Adelaide, Australia