 Variance estimation in graphs with the fused lassoJournal of machine learning research (JMLR), 2022 |
 DDAC-SpAM: A Distributed Algorithm for Fitting High-dimensional Sparse
Additive Models with Feature Division and DecorrelationJournal of the American Statistical Association (JASA), 2022 |
 A Unified Algorithm for Penalized Convolution Smoothed Quantile
RegressionJournal of Computational And Graphical Statistics (JCGS), 2022 |
 Interpretable Machine Learning: Fundamental Principles and 10 Grand
ChallengesStatistics Survey (Stat. Surv.), 2021 |
 Tensor denoising with trend filteringMathematical Statistics and Learning (MSL), 2021 |
 Risk Bounds for Quantile Trend FilteringBiometrika (Biometrika), 2020 |
 How Interpretable and Trustworthy are GAMs?Knowledge Discovery and Data Mining (KDD), 2020 |
 Hierarchical Total Variations and Doubly Penalized ANOVA Modeling for
Multivariate Nonparametric RegressionJournal of Computational And Graphical Statistics (JCGS), 2019 |
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