黎波.jpg

Li, Bo

Associate Professor, Department of Management Science and Engineering
   

Curriculum Vitae



Phone            (86) (10) 62795143
Email          libo@sem.tsinghua.edu.cn

Office            366 Weilun Building
Office Hours   Thu. 15:00-16:00

 

LI Bo is a tenured associate professor at the Department of Management Science and Engineering in the School of Economics and Management, Tsinghua Univeristy. He received his Ph.D. in Statistics from University of California, Berkeley, USA in 2006 and B.S. in Mathematics from Peking University, China in 2002. His research interests include business analytics, machine learning and high dimensional statistics. Dr. Li teaches Applied Statistics (undergraduate/graduate) at the School of Economics and Management, Tsinghua Univeristy.

Dr. Li has published about 30 articles in premier journals and conferences, including Journal of the Royal Statistical Society, Series B, Biometrika, Management Science, IIE Transactions, Econometric Reviews, Journal of Comparative Economics, and KDD, AAAI, ACM MM. Dr. Li has been the principal investigator or key member of several research projects funded by National Natural Science Foundation of China (NSFC), including “Robust Model Checking Methods for Semi-parametric Model Specifications”, “Information Systems Adoption, Diffusion, Development, and Business Value” and “Statistical Process Control in Semiconductor Production Industry”. He has received the Inaugural McKinsey China Economics Award in 2008.

Google Scholar Homepage

https://scholar.google.com/citations?hl=zh-CN&user=GaJXFWMAAAAJ


Conference Papers(Computer Science)

Invariant Adversarial Learning for Distributional Robustness  (with Jiashuo Liu, Zheyan Shen, Peng Cui, Linjun Zhou, Kun Kuang and Yishi Lin), AAAI, 2021

Counterfactual Prediction for Bundle Treatment (with Hao Zou, Peng Cui, Zheyan Shen, Jianxin Ma, Hongxia Yang and Yue He), NeurIPS, 2020

Algorithmic Decision Making with Conditional Fairness (with Renzhe Xu, Peng Cui, Kun Kuang, Lingjun Zhou, Zheyan Shen and Wei Cui), KDD , 2020

Stable Learning via Differentiated Variable Decorrelation (with Zheyan Shen, Peng Cui, Jiashuo Liu, Tong Zhang and Zhitang Chen), KDD, 2020

Stable Prediction with Model Misspecification and Agnostic Distribution Shift (with Kun Kuang, Ruoxuan Xiong, Peng Cui and Susan Athey), AAAI , 2020

Causally Regularized Learning On Data with Agnostic Bias (with Zheyan Shen, Peng Cui and Kun Kuang), ACM Multimedia(oral presentation), 2018

Stable Prediction across Unknown Environments 
(with Kun Kuang, Peng Cui, Susan Athey and Ruoxuan Xiong), ACM KDD (long presentation), 2018 

Estimating Causal Effects in the Wild via Differentiated Confounder Balancing (with Kun Kuang, Peng Cui, Meng Jiang and Shiqiang Yang), ACM KDD (oral presentation), 2017 


How Out-of-Pocket Ratio Influences Readmission: An Analysis Based on Front Sheet of Inpatient Medical Record (with Luo He, Xiaolei Xie and Hongyan Liu), ICSH 2017, LNCS 10347, pp.67-78, 2017

Treatment Effect Estimation with Data-Driven Variable Decomposition 
(with Kun Kuang, Peng Cui, Meng Jiang, Shiqiang Yang and Fei Wang), AAAI,  2017 


Journal Papers(English, SCI/SSCI)


Data-driven Variable Decomposition for Treatment Effect Estimation (with Kun Kuang, Peng Cui, Hao Zou, Jianrong Tao, Fei Wu and Shiqiang Yang), IEEE Transactions on Knowledge and Data Engineering (TKDE) , to appear (A shorter version appeared on AAAI2017)


Cross-Estimation for Decision Selection (with Xinyue Gu), Applied Stochastic Models in Business and Industry, to appear


Treatment Effect Estimation via Differentiated Confounder Balancing and Regression (with Kun Kuang, Peng Cui, Meng Jiang and Shiqiang Yang), ACM Transactions on Knowledge Discovery from Data (TKDD) , (A shorter version appeared on KDD2017), Vol.14, No.1, 6:1-6:25, 2019 


On Estimation of Partially Linear Varying-Coefficient Transformation Models with Censored Data (with Baosheng Liang, Xingwei Tong and Jianguo Sun), Statistica Sinica, 22, 1963-1975, 2019


A Discrete Spatial Model for Wafer Yield Prediction (with Hao Wang, Seung Hoon Tong, In Kap Chang and Kaibo Wang),  Quality Engineering, Vol.30, Issue 2, 169-182, 2018



Hierarchical Models for the Spatial-Temporal Carbon Nanotube Height Variations (with Jialing Tao, Kaibo Wang, Liang Liu and Qi Cai),  International Journal of Production Research, Vol. 54, No. 21, 6613-6632, 2016

A Spatial Variable Selection Method for Monitoring Product Surface (with Kaibo Wang and Wei Jiang),  International Journal of Production Research, Vol. 54, No. 14, 4161-4181, 2016


Counterfactual Decomposition of Movie Star Effects with Star Selection (with Angela Liu and Tridib Mazumdar), Management Science, Vol.61, No.7, pp.1704-1721, 2015


Simultaneous Monitoring of Process Mean Vector and Covariance Matrix via Penalized Likelihood Estimation (with Kaibo Wang and Arthur Yeh), Computational Statistics and Data Analysis, 78, 206-217, 2014 

Trends in China's Gender Employment and Pay Gap: Estimating Gender Pay Gaps with Employment Selection (with Wei Chi), Journal of Comparative Economics, 42, 708-725, 2014


Monitoring Covariance Matrix via Penalized Likelihood Estimation (with Kaibo Wang and Arthur Yeh), IIE Transactions, 45, 132-146, 2013


Monitoring Multivariate Process Variability with Individual Observations via Penalized Likelihood Estimation (with Arthur Yeh and Kaibo Wang), International Journal of Production Research, Vol. 50, No. 22, 2012


Forward Adaptive Banding for Estimating Large Covariance Matrices (with Chenlei Leng), Biometrika, 94, 4, pp.821-830, 2011


Decomposition of the increase in earnings inequality in urban China: A distributional approach (with Wei Chi and Qiumei Yu), China Economic Review, 22, 299-312, 2011


 Least Squares Approximations With a Diverging Number of Parameters (with Chenlei Leng), Statistics and Probability Letters, 80, 254-261, 2010


Asymptotically Distribution-Free Goodness-of-Fit Testing: A Unifying View, Econometric Reviews, 28(6):632-657, 2009


Shrinkage tuning parameter selection with a diverging number of parameters (with Hansheng Wang and Chenlei Leng), Journal of the Royal Statistical Society, Series B, 71, Part 3, pp. 671-683, 2009


Nonparametric Testing of An Exclusion Restriction in Quantile Regression, Communications in Statistics—Theory and Methods, 37: 2877-2889, 2008


Glass ceiling or sticky floor? Examining the gender earnings differential across the earnings distribution in urban China, 1987–2004 (with Wei Chi), Journal of Comparative Economics, 36, 243-263, 2008


Regularization in statistics (with discussion and rejoinder, with Peter Bickel), Test, Vol. 15, No. 2, pp. 271-344, 2006


Papers in Collected Volumes (in English)

Curse of Dimensionality Revisited: Collapse of the Particle Filter in Very Large Scale Systems (with Thomas Bengtsson and Peter Bickel), IMS Collections, Probability and Statistics: Essays in Honor of David A. Freedman, Vol. 2, 316-334, 2008


Sharp Failure Rates for the Bootstrap Particle Filter in High Dimensions (with Peter Bickel and Thomas Bengtsson), IMS Collections, Pushing the Limits of Contemporary Statistics: Contributions in Honor of Jayanta K. Ghosh, Vol. 3, 318-329, 2008


Local Polynomial Regression on Unknown Manifolds (with Peter Bickel), IMS Lecture Notes–Monograph Series, Complex Datasets and Inverse Problems: Tomography, Networks and Beyond, Vol.54, 177-186, Vol. 54, 177-186, 2007   


Journal Papers (in Chinese)

 

Empirical research on enterprise micro-blogs' worth-of-mouth of Sina Weibo (with Jing Zhang, Jinghua Huang and Wei Yan), Journal of Tsinghua University (Science), Vol.54, Issue 5, 649-654, 2014.

 

Empirical Studies of the ERP Adoption and Firm Performance based on Propensity Score Matching (with Lu Zhang and Jinghua Huang), Journal of Tsinghua University (Science), Vol.53, Issue 1, 2013.

 
Empirical investigation of the impact of human capital on regional innovation and economic growth in China (with Xiaoye Qian and Wei Chi), Journal of Quantitative and Technical Economics, Vol.4,
pp.107-121, 2010.

 

Decomposition of Rising Income Inequality Based on the Distributions (with Wei Chi and Qiumei Yu), Journal of Quantitative and Technical Economics, Vol.9, pp.34-46, 2008.


Recent Developments in Econometric Methods of Income Inequality Study (with Wei Chi and Qiumei Yu), Journal of Quantitative and Technical Economics, Vol.8, pp.119-129, 2007.