DocumentCode
730407
Title
Distributions of projections of uniformly distributed K-frames
Author
Howard, Stephen D. ; Sirianunpiboon, Songsri ; Cochran, Douglas
Author_Institution
Defence Sci. & Technol. Organ., Edinburgh, SA, Australia
fYear
2015
fDate
19-24 April 2015
Firstpage
2574
Lastpage
2578
Abstract
A geometrical perspective is introduced that enables unification and generalization of several results regarding the distributions of quantities that arise in connection with an important class of multiple-channel detectors. Standard models on sets of normalized vectors following from joint Gaussian assumptions in this context are relaxed to the geometrically appealing model of uniform distributions on the Stiefel manifold of K-frames in N-dimensional space. In addition to bolstering geometric insight, several prior results are subsumed and strengthened by results obtained under this formulation. Additionally, a generalization of a classical theorem of W. G. Cochran is enabled by this framework.
Keywords
Gaussian distribution; channel estimation; signal detection; Stiefel manifold; joint Gaussian assumptions; multiple-channel detectors; uniformly distributed K-frames; Acoustics; Artificial intelligence; Estimation; Matrix decomposition; Speech; Cochran´s theorem; Coherence; Multiple-channel detection; Stiefel manifold;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location
South Brisbane, QLD
Type
conf
DOI
10.1109/ICASSP.2015.7178436
Filename
7178436
Link To Document