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Sample Eigenvalue Based Detection of High-Dimensional Signals in White Noise Using Relatively Few Samples

Sample Eigenvalue Based Detection of High-Dimensional Signals in White Noise Using Relatively Few Samples

The detection and estimation of signals in noisy, limited data is a problem of interest to many scientific and engineering communities. We present a mathematically justifiable, computationally simple, sample-eigenvalue-based procedure for estimating the number of high-dimensional signals in white noise using relatively few samples. The main motivation for considering a …