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Matthew R. McKay

4 accepted papers

2023

Hypothesis Test for Leakage Detection in Water Pipelines with High-Dimensional Sensor Signals

ICASSP 2023accepted

We design a statistical hypothesis test for performing leak detection in water pipeline channels. By applying an appropriate model for signal propagation, we show that the detection problem becomes one of distinguishing signal from noise, with the noise being described by a multivariate Gaussian dis…

Cited by 0SourceScholar
2019

Robust Linear Discriminant Analysis Using Tyler's Estimator: Asymptotic Performance Characterization

ICASSP 2019accepted

We consider a robust version of regularized discriminant analysis (RDA) classifiers to account for potential spurious or mislabeled observations in the training data set. To build a robust discriminant rule, a robust estimation of the covariance matrix is essential. In this work, we propose to use a…

Cited by 0SourceScholar
2016

Optimal pilot length for uplink massive MIMO systems with pilot reuse

ICASSP 2016accepted

We investigate the achievable uplink rate of multi-cell massive multi-input multi-output (MIMO) systems considering pilot reuse across cells. Based on tractable approximations for the achievable rates, we derive the optimal pilot length to maximize the sum rate per cell. Interestingly, it is found t…

Cited by 0SourceScholar
2015

Large dimensional analysis of Maronna's M-estimator with outliers

ICASSP 2015accepted

Building on recent results in the random matrix analysis of robust estimators of scatter, we show that a certain class of such estimators obtained from samples containing outliers behaves similar to a well-known random matrix model in the limiting regime where both the population and sample sizes gr…

Cited by 0SourceScholar