Parameter Estimation
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On the estimation of hyper parameters for empirical Bayes estimators: maximum marginal likelihood
vs. minimum MSE,
with A.Y.Aravkin, A.Chiuso, and G.Pillonetto,
IFAC Systems Identification, Volume 16, Part 1, Pages 125-130, 2012.
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Convex vs. non-convex approaches to sparse estimation: LASSO, multiple kernel learning,
and
hyperparameter LASSO,
with A.Y.Aravkin, A.Chiuso, and G.Pillonetto,
Proceedings of the IEEE Conference on Decision and Control (CDC), 2011,
pp. 156--161.
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A relative weighting method for estimating parameters and
variances in multiple data sets,
with B. Bell and A. Schumitzky,
Computational Statistics and Data Analysis, 22 (1996),
119--135.