Lasso Guarantees for $\beta$-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…