Optimal Kernel Quantile Learning with Random FeaturesInternational Conference on Machine Learning (ICML), 2024 |
Exponential Family Trend Filtering on LatticesElectronic Journal of Statistics (EJS), 2022 |
Variance estimation in graphs with the fused lassoJournal of machine learning research (JMLR), 2022 |
Element-wise Estimation Error of Generalized Fused LassoBernoulli (Bernoulli), 2022 |
A Cross Validation Framework for Signal Denoising with Applications to
Trend Filtering, Dyadic CART and BeyondAnnals of Statistics (Ann. Stat.), 2022 |
Non-parametric Quantile Regression via the K-NN Fused LassoJournal of machine learning research (JMLR), 2020 |
High Dimensional Latent Panel Quantile Regression with an Application to
Asset PricingAnnals of Statistics (Ann. Stat.), 2019 |