2 papers
math.ST2017
Lasso Guarantees for -Mixing Heavy Tailed Time Series
Kam Chung Wong, Zifan Li, Ambuj Tewari
Many theoretical results for the lasso require the samples to be iid. Recent work has provided guarantees for the lasso assuming that the time series is generated by a sparse Vecto…
stat.ML2016
Lasso Guarantees for Time Series Estimation Under Subgaussian Tails and -Mixing
Kam Chung Wong, Zifan Li, Ambuj Tewari
Many theoretical results on estimation of high dimensional time series require specifying an underlying data generating model (DGM). Instead, along the footsteps of~\cite{wong2017l…