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math.ST2021
Support Recovery with Stochastic Gates: Theory and Application for Linear Models
Soham Jana, Henry Li, Yutaro Yamada +1
Consider the problem of simultaneous estimation and support recovery of the coefficient vector in a linear data model with additive Gaussian noise. We study the problem of estimati…
math.ST2021★ 1 cited
Optimal prediction of Markov chains with and without spectral gap
Yanjun Han, Soham Jana, Yihong Wu
We study the following learning problem with dependent data: Observing a trajectory of length from a stationary Markov chain with states, the goal is to predict the next st…