30 citations · 119 across the 39 of their papers we have counts for
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math.ST2019
Targeted Random Projection for Prediction from High-Dimensional Features
Minerva Mukhopadhyay, David B. Dunson
We consider the problem of computationally-efficient prediction with high dimensional and highly correlated predictors when accurate variable selection is effectively impossible. D…
math.ST2019
Geodesic Distance Estimation with Spherelets
Didong Li, David B Dunson
Many statistical and machine learning approaches rely on pairwise distances between data points. The choice of distance metric has a fundamental impact on performance of these proc…
math.ST2019
Consistent Entropy Estimation for Stationary Time Series
Alexander L Young, David B Dunson
Entropy estimation, due in part to its connection with mutual information, has seen considerable use in the study of time series data including causality detection and information…