List of Papers by Themes
Machine Learning Methods
On LASSO Inference for High Dimensional Predictive Regression (with Zhan Gao, Ziwei Mei and Zhentao Shi)
Predictive Quantile Regression with Mixed Roots and Increasing Dimensions: The ALQR Approach (with Rui Fan* and Youngki Shin), Journal of Econometrics, 237-2 (2023), 105372
Complete Subset Averaging for Quantile Regressions (with Youngki Shin), Econometric Theory, 39 (2023) 146-188
On LASSO for Predictive Regression (with Zhentao Shi and Zhan Gao), Journal of Econometrics, 229-2 (2022), 322-349
General Economics Subjects
Heterogeneity in Household Inflation Expectations: Policy Implications (with Taeyoung Doh and Woong Yong Park)
Tuning Parameter-Free Nonparametric Density Estimation from Tabulated Summary Data (with Yuya Sasaki, Alexis Akira Toda, and Yulong Wang), Journal of Econometrics, 238-1 (2024), 105568
Nonparametric Identification and Estimation of the Extended Roy Model (with Byoung Park), Journal of Econometrics, 235-2 (2023), 1087-1113
Fixed-k Tail Regression: New Evidence on Tax and Wealth Inequality from Forbes 400 (with Yuya Sasaki, Alexis Akira Toda, and Yulong Wang)
Capital and Labor Income Pareto Exponents in the United States, 1916-2019 (with Yuya Sasaki, Alexis Akira Toda, and Yulong Wang)
Asset Pricing with Financial Bubble Risk (with Peter Phillips), Journal of Empirical Finance, 38 (2016) 590-622
Quantile Methods
Estimation and Inference of Quantile Impulse Response Functions by Local Projections: with Applications to VaR Dynamics (with Heejoon Han and Whayoung Jung), Journal of Financial Econometrics, nbac026 (2022)
Quantile Impulse Response Analysis with Applications in Macroeconomics and Finance (with Whayoung Jung*), Advances in Econometrics, 45 (2023), 99-131
Quantilograms under Strong Dependence (with Oliver Linton and Yoon-Jae Whang), Econometric Theory, 36 (2020) 457-487
Predictive Quantile Regressions Under Persistence and Conditional Heteroskedasticity (with Rui Fan), Journal of Econometrics, 213 (2019) 261-280
Predictive Quantile Regression with Persistent Covariates: IVX-QR Approach, Journal of Econometrics, 192 (2016) 105-118, Supplement, Matlab codes available upon request.
Network Econometrics
Stable Limit Theorems for Empirical Processes under Conditional Neighborhood Dependence (with Kyungchul Song), Bernoulli, 25-2 (2019) 1189-1224
Predictive Regressions
Robust Econometric Inference with Mixed Integrated and Mildly Explosive Regressors (with Peter Phillips), Journal of Econometrics, 192 (2016) 433-450, Supplement
Predictive Regression under Various Degrees of Persistence and Robust Long-Horizon Regression (with Peter Phillips), Journal of Econometrics, 177 (2013) 250-264, Supplement
Local Identification Problem in Generalized Method of Moment (GMM)
On Standard Inference for GMM with Local Identification Failure of Known Forms (with Zhipeng Liao), Econometric Theory, 34 (2018) 790-814
Nonstationarity and Nonlinear Dependence in Time Series
Martingale Decomposition and Approximations for Nonlinearly Dependent Processes, Statistics and Probability Letters, 152 (2019) 35-42
Limit Theory for Explosive Autoregression Under Conditional Heteroskedasticity, Journal of Statistical Planning and Inference, 196 (2018) 30-55
Limit Theory for VARs with Mixed Roots near Unity (with Peter Phillips), Econometric Reviews, 34.6-10 (2015) 1034-1055