Hui Zou, Ph.D. - Publications

Affiliations: 
2005 Stanford University, Palo Alto, CA 
Area:
Statistics and Biostatistics (HRP)

60 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2020 He D, Zhou Y, Zou H. High-dimensional variable selection with right-censored length-biased data Statistica Sinica. 30: 193-215. DOI: 10.5705/Ss.202018.0089  0.307
2019 Datta A, Zou H, Banerjee S. Bayesian High-Dimensional Regression for Change Point Analysis. Statistics and Its Interface. 12: 253-264. PMID 31543930 DOI: 10.4310/Sii.2019.V12.N2.A6  0.319
2018 Li D, Xue L, Zou H. Applications of Peter Hall's martingale limit theory to estimating and testing high dimensional covariance matrices Statistica Sinica. 28: 2657-2670. DOI: 10.5705/Ss.202017.0060  0.308
2018 Wang B, Zou H. Another look at distance-weighted discrimination Journal of the Royal Statistical Society Series B-Statistical Methodology. 80: 177-198. DOI: 10.1111/Rssb.12244  0.414
2018 Yang Y, Qian W, Zou H. Insurance Premium Prediction via Gradient Tree-Boosted Tweedie Compound Poisson Models Journal of Business & Economic Statistics. 36: 456-470. DOI: 10.1080/07350015.2016.1200981  0.371
2018 Gu Y, Fan J, Kong L, Ma S, Zou H. ADMM for High-Dimensional Sparse Penalized Quantile Regression Technometrics. 60: 319-331. DOI: 10.1080/00401706.2017.1345703  0.46
2017 Yang Y, Zhang T, Zou H. Flexible Expectile Regression in Reproducing Kernel Hilbert Spaces Technometrics. 60: 26-35. DOI: 10.1080/00401706.2017.1291450  0.408
2016 Fan J, Xue L, Zou H. Multitask Quantile Regression under the Transnormal Model. Journal of the American Statistical Association. 111: 1726-1735. PMID 29097827 DOI: 10.1080/01621459.2015.1113973  0.428
2016 Zou H. Discussion of “estimating structured high-dimensional covariance and precision matrices: Optimal rates and adaptive estimation” Electronic Journal of Statistics. 10: 60-66. DOI: 10.1214/15-Ejs1018  0.325
2016 Gu Y, Zou H. High-dimensional generalizations of asymmetric least squares regression and their applications The Annals of Statistics. 44: 2661-2694. DOI: 10.1214/15-Aos1431  0.311
2016 Fan J, Liu H, Ning Y, Zou H. High dimensional semiparametric latent graphical model for mixed data Journal of the Royal Statistical Society. Series B: Statistical Methodology. DOI: 10.1111/Rssb.12168  0.429
2016 Li D, Zou H. SURE Information Criteria for Large Covariance Matrix Estimation and Their Asymptotic Properties Ieee Transactions On Information Theory. 62: 2153-2169. DOI: 10.1109/Tit.2016.2530090  0.358
2016 Wang B, Zou H. Sparse Distance Weighted Discrimination Journal of Computational and Graphical Statistics. 25: 826-838. DOI: 10.1080/10618600.2015.1049700  0.403
2016 Qian W, Yang Y, Zou H. Tweedie’s Compound Poisson Model With Grouped Elastic Net Journal of Computational and Graphical Statistics. 25: 606-625. DOI: 10.1080/10618600.2015.1005213  0.403
2015 Yang Y, Zou H. Nonparametric multiple expectile regression via ER-Boost Journal of Statistical Computation and Simulation. 85: 1442-1458. DOI: 10.1080/00949655.2013.876024  0.39
2015 Mai Q, Zou H. Nonparametric Variable Transformation in Sufficient Dimension Reduction Technometrics. 57: 1-10. DOI: 10.1080/00401706.2014.901254  0.303
2015 Mai Q, Zou H. Sparse semiparametric discriminant analysis Journal of Multivariate Analysis. 135: 175-188. DOI: 10.1016/J.Jmva.2014.12.009  0.37
2014 Fan J, Xue L, Zou H. STRONG ORACLE OPTIMALITY OF FOLDED CONCAVE PENALIZED ESTIMATION. Annals of Statistics. 42: 819-849. PMID 25598560 DOI: 10.1214/13-Aos1198  0.418
2014 Song R, Yi F, Zou H. On Varying-coefficient Independence Screening for High-dimensional Varying-coefficient Models. Statistica Sinica. 24: 1735-1752. PMID 25484548 DOI: 10.5705/Ss.2012.299  0.408
2014 Xue L, Zou H. Optimal estimation of sparse correlation matrices of semiparametric Gaussian copulas Statistics and Its Interface. 7: 201-209. DOI: 10.4310/Sii.2014.V7.N2.A5  0.352
2014 Zhang T, Zou H. Sparse precision matrix estimation via lasso penalized D-trace loss Biometrika. 101: 103-120. DOI: 10.1093/Biomet/Ast059  0.407
2014 Yang Y, Zou H. A coordinate majorization descent algorithm for ℓ1 penalized learning Journal of Statistical Computation and Simulation. 84: 84-95. DOI: 10.1080/00949655.2012.695374  0.345
2014 Yang Y, Zou H. A fast unified algorithm for solving group-lasso penalize learning problems Statistics and Computing. 25: 1129-1141. DOI: 10.1007/S11222-014-9498-5  0.35
2013 Lin CY, Bondell H, Zhang HH, Zou H. Variable Selection for Nonparametric Quantile Regression via Smoothing Spline AN OVA. Stat. 2: 255-268. PMID 24554792 DOI: 10.1002/sta4.33  0.312
2013 Ma S, Xue L, Zou H. Alternating direction methods for latent variable gaussian graphical model selection. Neural Computation. 25: 2172-98. PMID 23607561 DOI: 10.1162/Neco_A_00379  0.363
2013 Xue L, Zou H. Rank-based tapering estimation of bandable correlation matrices Statistica Sinica. 24: 83-100. DOI: 10.5705/Ss.2012.052  0.407
2013 Xue L, Zou H. Discussion of minimax estimation of large covariance matrices under L1-Norm Statistica Sinica. DOI: 10.5705/Ss.2010.253A  0.31
2013 Yang Y, Zou H. A cocktail algorithm for solving the elastic net penalized Cox’s regression in high dimensions Statistics and Its Interface. 6: 167-173. DOI: 10.4310/Sii.2013.V6.N2.A1  0.369
2013 Mai Q, Zou H. The Kolmogorov filter for variable screening in high-dimensional binary classification Biometrika. 100: 229-234. DOI: 10.1093/Biomet/Ass062  0.329
2013 Yang Y, Zou H. An Efficient Algorithm for Computing the HHSVM and Its Generalizations Journal of Computational and Graphical Statistics. 22: 396-415. DOI: 10.1080/10618600.2012.680324  0.388
2013 Mai Q, Zou H. A Note On the Connection and Equivalence of Three Sparse Linear Discriminant Analysis Methods Technometrics. 55: 243-246. DOI: 10.1080/00401706.2012.746208  0.303
2013 Xue L, Zou H. Minimax optimal estimation of general bandable covariance matrices Journal of Multivariate Analysis. 116: 45-51. DOI: 10.1016/J.Jmva.2012.11.003  0.35
2013 Yi F, Zou H. SURE-tuned tapering estimation of large covariance matrices Computational Statistics and Data Analysis. 58: 339-351. DOI: 10.1016/J.Csda.2012.09.007  0.376
2013 Trendafilov N, Kleinsteuber M, Zou H. Sparse matrices in data analysis Computational Statistics. 29: 403-405. DOI: 10.1007/S00180-013-0468-8  0.369
2012 Xue L, Zou H. Regularized rank-based estimation of high-dimensional nonparanormal graphical models Annals of Statistics. 40: 2541-2571. DOI: 10.1214/12-Aos1041  0.427
2012 Xue L, Zou H, Cai T. Nonconcave penalized composite conditional likelihood estimation of sparse Ising models The Annals of Statistics. 40: 1403-1429. DOI: 10.1214/12-Aos1017  0.414
2012 Mai Q, Zou H, Yuan M. A direct approach to sparse discriminant analysis in ultra-high dimensions Biometrika. 99: 29-42. DOI: 10.1093/Biomet/Asr066  0.39
2012 Xue L, Ma S, Zou H. Positive-Definite ℓ1-Penalized Estimation of Large Covariance Matrices Journal of the American Statistical Association. 107: 1480-1491. DOI: 10.1080/01621459.2012.725386  0.406
2012 Chen B, Yu Y, Zou H, Liang H. Profiled adaptive Elastic-Net procedure for partially linear models with high-dimensional covariates Journal of Statistical Planning and Inference. 142: 1733-1745. DOI: 10.1016/J.Jspi.2012.02.035  0.348
2011 Kai B, Li R, Zou H. NEW EFFICIENT ESTIMATION AND VARIABLE SELECTION METHODS FOR SEMIPARAMETRIC VARYING-COEFFICIENT PARTIALLY LINEAR MODELS. Annals of Statistics. 39: 305-332. PMID 21666869 DOI: 10.1214/10-Aos842  0.447
2011 Ruan L, Yuan M, Zou H. Regularized parameter estimation in high-dimensional gaussian mixture models. Neural Computation. 23: 1605-22. PMID 21395439 DOI: 10.1162/Neco_A_00128  0.441
2010 Kai B, Li R, Zou H. Local CQR Smoothing: An Efficient and Safe Alternative to Local Polynomial Regression. Journal of the Royal Statistical Society. Series B, Statistical Methodology. 72: 49-69. PMID 20975930 DOI: 10.1111/J.1467-9868.2009.00725.X  0.396
2010 Zou H, Choi J, Oehlert G. A Penalized Maximum Likelihood Approach to Sparse Factor Analysis Statistics and Its Interface. 3: 429-436. DOI: 10.4310/Sii.2010.V3.N4.A1  0.397
2009 Zou H, Zhang HH. ON THE ADAPTIVE ELASTIC-NET WITH A DIVERGING NUMBER OF PARAMETERS. Annals of Statistics. 37: 1733-1751. PMID 20445770 DOI: 10.1214/08-Aos625  0.384
2009 Hastie T, Rosset S, Zhu J, Zou H. Multi-class AdaBoost Statistics and Its Interface. 2: 349-360. DOI: 10.4310/Sii.2009.V2.N3.A8  0.669
2009 Yuan M, Joseph VR, Zou H. Structured variable selection and estimation The Annals of Applied Statistics. 3: 1738-1757. DOI: 10.1214/09-Aoas254  0.422
2009 Yuan M, Zou H. Efficient Global Approximation of Generalized Nonlinear ℓ1-Regularized Solution Paths and Its Applications Journal of the American Statistical Association. 104: 1562-1574. DOI: 10.1198/Jasa.2009.Tm08287  0.356
2008 Zou H, Zhu J, Hastie T. NEW MULTICATEGORY BOOSTING ALGORITHMS BASED ON MULTICATEGORY FISHER-CONSISTENT LOSSES. The Annals of Applied Statistics. 2: 1290-1306. PMID 27347277 DOI: 10.1214/08-Aoas198  0.575
2008 Zou H, Li R. One-step Sparse Estimates in Nonconcave Penalized Likelihood Models. Annals of Statistics. 36: 1509-1533. PMID 19823597 DOI: 10.1214/009053607000000802  0.445
2008 Wu S, Zou H, Yuan M. Structured variable selection in support vector machines Electronic Journal of Statistics. 2: 103-117. DOI: 10.1214/07-Ejs125  0.392
2008 Zou H, Li R. Rejoinder: One-step sparse estimates in nonconcave penalized likelihood models Annals of Statistics. 36: 1561-1566. DOI: 10.1214/07-Aos0316Rej  0.303
2008 Zou H. A note on path-based variable selection in the penalized proportional hazards model Biometrika. 95: 241-247. DOI: 10.1093/Biomet/Asm083  0.446
2008 Zou H, Yuan M. Regularized simultaneous model selection in multiple quantiles regression Computational Statistics & Data Analysis. 52: 5296-5304. DOI: 10.1016/J.Csda.2008.05.013  0.415
2007 Zou H, Hastie T, Tibshirani R. On the "degrees of freedom" of the lasso Annals of Statistics. 35: 2173-2192. DOI: 10.1214/009053607000000127  0.596
2006 Zou H, Hastie T, Tibshirani R. Sparse principal component analysis Journal of Computational and Graphical Statistics. 15: 265-286. DOI: 10.1198/106186006X113430  0.571
2006 Daniels MJ, Zhou Z, Zou H. Conditionally Specified Space-Time Models for Multivariate Processes Journal of Computational and Graphical Statistics. 15: 157-177. DOI: 10.1198/106186006X100434  0.311
2006 Zou H. The adaptive lasso and its oracle properties Journal of the American Statistical Association. 101: 1418-1429. DOI: 10.1198/016214506000000735  0.394
2005 Zou H, Hastie T. Addendum: Regularization and variable selection via the elastic net Journal of the Royal Statistical Society: Series B (Statistical Methodology). 67: 768-768. DOI: 10.1111/J.1467-9868.2005.00527.X  0.561
2005 Zou H, Hastie T. Regularization and variable selection via the elastic net Journal of the Royal Statistical Society. Series B: Statistical Methodology. 67: 301-320. DOI: 10.1111/J.1467-9868.2005.00503.X  0.585
2004 Zou H, Yang Y. Combining time series models for forecasting International Journal of Forecasting. 20: 69-84. DOI: 10.1016/S0169-2070(03)00004-9  0.367
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