Jinchi Lv

Kenneth King Stonier Chair in Business Administration & Professor of Data Sciences and Operations
Building
BRI
Room / Office
400A

PhD, Princeton University; MS, BS, University of Science and Technology of China

Jinchi Lv is Kenneth King Stonier Chair in Business Administration and Professor in Data Sciences and Operations Department at USC Marshall, Professor of Mathematics at USC, and an Associate Fellow of USC Dornsife Institute for New Economic Thinking (INET). He received his Ph.D. in Mathematics from Princeton University in 2007. He was McAlister Associate Professor in Business Administration at USC (2016-2019). His research interests include statistics, machine learning, data science, business applications, and artificial intelligence and blockchain. His papers have been published in journals in statistics, economics, business, computer science, information theory, neuroscience, and biology.
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Yingying Fan, Jinchi Lv, M. Sharifvaghefi, Y. Uematsu () "IPAD: stable interpretable forecasting with knockoffs inference ,"  Journal of the American Statistical Association, to appear.
Z. Zheng, Jinchi Lv, W. Lin () "Nonsparse learning with latent variables ,"  Operations Research, to appear.
Yingying Fan, E. Demirkaya, G. Li, Jinchi Lv () "RANK: large-scale inference with graphical nonlinear knockoffs ,"  Journal of the American Statistical Association  115, 362-379.
H. Wu, Yingying Fan, Jinchi Lv () "Statistical insights into deep neural network learning in subspace classification ,"  Stat  9, e273.
Z. Zheng, M. T. Bahadori, Y. Liu, Jinchi Lv () "Scalable interpretable multi-response regression via SEED ,"  Journal of Machine Learning Research  20, 1-34.
Yingying Fan, E. Demirkaya, Jinchi Lv () "Nonuniformity of p-values can occur early in diverging dimensions ,"  Journal of Machine Learning Research  20, 1-33.
Y. Uematsu, Yingying Fan, K. Chen, Jinchi Lv, W. Lin () "SOFAR: large-scale association network learning ,"  IEEE Transactions on Information Theory  65, 4924-4939.
Z. Ren, Y. Kang, Yingying Fan, Jinchi Lv () "Tuning-free heterogeneous inference in massive networks ,"  Journal of the American Statistical Association  114, 1908-1925.
Y. Lu, Yingying Fan, Jinchi Lv, W. S. Noble () "DeepPINK: reproducible feature selection in deep neural networks ,"  Advances in Neural Information Processing Systems (NeurIPS 2018).
E. J. Candès, Yingying Fan, L. Janson, Jinchi Lv () "Panning for gold: 'model-X' knockoffs for high dimensional controlled variable selection ,"  Journal of the Royal Statistical Society Series B  80, 551-577.
J. Fan, Jinchi Lv () "Sure independence screening (invited review article) ,"  Wiley StatsRef: Statistics Reference Online.
Y. Kong, D. Li, Yingying Fan, Jinchi Lv () "Interaction pursuit in high-dimensional multi-response regression via distance correlation ,"  The Annals of Statistics  45, 897-922.
E. Demirkaya, Jinchi Lv () "Discussion of "Random-projection ensemble classification" ,"  Journal of the Royal Statistical Society Series B  79, 1008-1009.
Y. Lu, Jinchi Lv, J. Fuhrman, F. Sun () "Towards enhanced and interpretable clustering/classification in integrative genomics ,"  Nucleic Acids Research  45, e169.
Yingying Fan, Jinchi Lv () "Innovated scalable efficient estimation in ultra-large Gaussian graphical models ,"  The Annals of Statistics  44, 2098-2126.
H. Zhang, Y. Zheng, Z. Zhang, T. Gao, B. Joyce, G. Yoon, W. Zhang, J. Schwartz, A. Just, E. Colicino, P. Vokonas, L. Zhao, Jinchi Lv, A. Baccarelli, L. Hou, L. Liu () "Estimating and testing high-dimensional mediation effects in epigenetic studies ,"  Bioinformatics  32, 3150-3154.
Y. Kong, Z. Zheng, Jinchi Lv () "The constrained Dantzig selector with enhanced consistency ,"  Journal of Machine Learning Research  17, 1-22.
S. Kim, K. Ogawa, Jinchi Lv, N. Schweighofer, H. Imamizu () "Neural substrates related to motor memory with multiple timescales in sensorimotor adaptation ,"  PLOS Biology  13, e1002312.
Jinchi Lv, Jun Liu () "Model selection principles in misspecified models ,"  Journal of the Royal Statistical Society Series B  76, 141-167.
Yingying Fan, Jinchi Lv () "Asymptotic properties for combined L1 and concave regularization ,"  Biometrika  101, 57-70.
Zemin Zheng, Yingying Fan, Jinchi Lv () "High dimensional thresholded regression and shrinkage effect ,"  Journal of the Royal Statistical Society Series B  76, 627-649.
Jinchi Lv, Zemin Zheng () "Discussion: A significance test for the Lasso ,"  The Annals of Statistics  42, 493-500.
Wei Lin, Jinchi Lv () "High-dimensional sparse additive hazards regression ,"  Journal of the American Statistical Association  108, 247-264.
Jinchi Lv () "Impacts of high dimensionality in finite samples ,"  The Annals of Statistics  41, 2236-2262.
Yingying Fan, Jinchi Lv () "Asymptotic equivalence of regularization methods in thresholded parameter space ,"  Journal of the American Statistical Association  108, 1044-1061.
Jianqing Fan, Jinchi Lv () "Nonconcave penalized likelihood with NP-dimensionality ,"  IEEE Transactions on Information Theory  57, 5467-5484.
Jianqing Fan, Jinchi Lv, Lei Qi () "Sparse high-dimensional models in economics (invited review article) ,"  Annual Review of Economics  3, 291-317.
Jianqing Fan, Jinchi Lv () "A selective overview of variable selection in high dimensional feature space (invited review article) ,"  Statistica Sinica  20, 101-148.
Jianqing Fan, Jinchi Lv () "Comments on: L1-penalization for mixture regression models ,"  TEST  19, 264-269.
Gareth James, Peter Radchenko, Jinchi Lv () "DASSO: connections between the Dantzig selector and Lasso ,"  Journal of the Royal Statistical Society Series B  71, 127-142.
Jinchi Lv, Yingying Fan () "A unified approach to model selection and sparse recovery using regularized least squares ,"  The Annals of Statistics  37, 3498-3528.
Jianqing Fan, Jinchi Lv () "Sure independence screening for ultrahigh dimensional feature space (with discussion) ,"  Journal of the Royal Statistical Society Series B  70, 849-911.
Jianqing Fan, Jinchi Lv () "Rejoinder: Sure independence screening for ultrahigh dimensional feature space ,"  Journal of the Royal Statistical Society Series B  70, 905-908.
Jianqing Fan, Yingying Fan, Jinchi Lv () "High dimensional covariance matrix estimation using a factor model ,"  Journal of Econometrics  147, 186-197.
T. Cai, Jinchi Lv () "Discussion: The Dantzig selector: statistical estimation when p is much larger than n ,"  The Annals of Statistics  35, 2365-2369.
Jianqing Fan, Yingying Fan, Jinchi Lv () "Aggregation of nonparametric estimators for volatility matrix ,"  Journal of Financial Econometrics  5, 321-357.