Hua Zhou

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 22

Top Topics

Hard Thresholding

Markov Chain Monte Carlo

Constrained Optimization

Top Venues

J. Mach. Learn. Res.

Publications

Yin Li, Weng Kee Wong, Hua Zhou, Keumhee Chough Carriere
An Efficient Way to Find Optimal Crossover Designs Using CVX for Precision Medicine: Optimal Crossover Designs via CVX. J. Data Sci. Stat. Vis. 4 (3) (2024)
Benjamin B. Chu, Seyoon Ko, Jin J. Zhou, Aubrey Jensen, Hua Zhou, Janet S. Sinsheimer, Kenneth Lange
Multivariate genome-wide association analysis by iterative hard thresholding. Bioinform. 39 (4) (2023)
Qiang Heng, Hua Zhou, Eric C. Chi
Bayesian Trend Filtering via Proximal Markov Chain Monte Carlo. J. Comput. Graph. Stat. 32 (3) (2023)
Alfonso Landeros, Oscar Hernan Madrid Padilla, Hua Zhou, Kenneth Lange
Extensions to the Proximal Distance Method of Constrained Optimization. J. Mach. Learn. Res. 23 (2022)
Xinkai Zhou, Jin J. Zhou, Hua Zhou
Bag of little bootstraps for massive and distributed longitudinal data. Stat. Anal. Data Min. 15 (3) (2022)
Miao Zhang, Yiwen Liu, Hua Zhou, Joseph Watkins, Jin Zhou
A novel nonlinear dimension reduction approach to infer population structure for low-coverage sequencing data. BMC Bioinform. 22 (1) (2021)
Benjamin B. Chu, Eric M. Sobel, Rory Wasiolek, Seyoon Ko, Janet S. Sinsheimer, Hua Zhou, Kenneth Lange
A fast data-driven method for genotype imputation, phasing and local ancestry inference: MendelImpute.jl. Bioinform. 37 (24) (2021)
Joong-Ho Won, Hua Zhou, Kenneth Lange
Orthogonal Trace-Sum Maximization: Applications, Local Algorithms, and Global Optimality. SIAM J. Matrix Anal. Appl. 42 (2) (2021)
Sarah S. Ji, Christopher A. German, Kenneth Lange, Janet S. Sinsheimer, Hua Zhou, Jin Zhou, Eric M. Sobel
Modern simulation utilities for genetic analysis. BMC Bioinform. 22 (1) (2021)
Wenxi Yu, Hua Zhou, Youngwon Choi, Jonathan G. Goldin, Hyun J. Grace Kim
Mga-Net: Multi-Scale Guided Attention Models for an Automated Diagnosis of Idiopathic Pulmonary Fibrosis (IPF). ISBI (2021)
Wenxi Yu, Hua Zhou, Youngwon Choi, Jonathan G. Goldin, Pangyu Teng, Hyun J. Grace Kim
An automatic diagnosis of idiopathic pulmonary fibrosis (IPF) using domain knowledge-guided attention models in HRCT images. Medical Imaging: Computer-Aided Diagnosis (2021)
Seyoon Ko, Hua Zhou, Jin Zhou, Joong-Ho Won
DistStat.jl: Towards Unified Programming for High-Performance Statistical Computing Environments in Julia. CoRR (2020)
Joshua Day, Hua Zhou
OnlineStats.jl: A Julia package for statistics on data streams. J. Open Source Softw. 5 (46) (2020)
Eric C. Chi, Brian J. Gaines, Will Wei Sun, Hua Zhou, Jian Yang
Provable Convex Co-clustering of Tensors. J. Mach. Learn. Res. 21 (2020)
Wenxi Yu, Hua Zhou, Jonathan G. Goldin, Hyun J. Grace Kim
Domain Knowledge-Assisted Automatic Diagnosis of Idiopathic Pulmonary Fibrosis (IPF) Using High Resolution Computed Tomography (HRCT) (Student Abstract). AAAI (2020)
Ilse C. F. Ipsen, Hua Zhou
Probabilistic Error Analysis for Inner Products. SIAM J. Matrix Anal. Appl. 41 (4) (2020)
Alfonso Landeros, Oscar Hernan Madrid Padilla, Hua Zhou, Kenneth Lange
Extensions to the Proximal Distance of Method of Constrained Optimization. CoRR (2020)
Wei Hu, Weining Shen, Hua Zhou, Dehan Kong
Matrix Linear Discriminant Analysis. Technometrics 62 (2) (2020)
Kevin L. Keys, Hua Zhou, Kenneth Lange
Proximal Distance Algorithms: Theory and Practice. J. Mach. Learn. Res. 20 (2019)
Ilse C. F. Ipsen, Hua Zhou
Probabilistic Error Analysis for Inner Products. CoRR (2019)
Juhyun Kim, Yiwen Zhang, Joshua Day, Hua Zhou
MGLM: An R Package for Multivariate Categorical Data Analysis. R J. 10 (1) (2018)
Bo Zhang, Hua Zhou, Liwei Wang, Chul Sung
Classification based on neuroimaging data by tensor boosting. IJCNN (2017)
Hua Zhou, Kenneth Lange
Path following in the exact penalty method of convex programming. Comput. Optim. Appl. 61 (3) (2015)
Eric C. Chi, Hua Zhou, Kenneth Lange
Distance majorization and its applications. Math. Program. 146 (1-2) (2014)
Kenneth Lange, Hua Zhou
MM algorithms for geometric and signomial programming. Math. Program. 143 (1-2) (2014)
Eric C. Chi, Genevera I. Allen, Hua Zhou, Omid Kohannim, Kenneth Lange, Paul M. Thompson
Imaging genetics via sparse canonical correlation analysis. ISBI (2013)
Kenneth Lange, Jeanette C. Papp, Janet S. Sinsheimer, Ram Sripracha, Hua Zhou, Eric M. Sobel
Mendel: the Swiss army knife of genetic analysis programs. Bioinform. 29 (12) (2013)
Hua Zhou, Yiwen Zhang
EM vs MM: A case study. Comput. Stat. Data Anal. 56 (12) (2012)
Hongjie Zhu, Lexin Li, Hua Zhou
Nonlinear dimension reduction with Wright-Fisher kernel for genotype aggregation and association mapping. Bioinform. 28 (18) (2012)
Hua Zhou, David H. Alexander, Mary E. Sehl, Janet S. Sinsheimer, Kenneth Lange
Penalized Regression for Genome-Wide Association Screening of Sequence Data. Pacific Symposium on Biocomputing (2011)
Hua Zhou, David H. Alexander, Kenneth Lange
A quasi-Newton acceleration for high-dimensional optimization algorithms. Stat. Comput. 21 (2) (2011)
Hua Zhou, Kenneth Lange
A fast procedure for calculating importance weights in bootstrap sampling. Comput. Stat. Data Anal. 55 (1) (2011)
Hua Zhou, Mary E. Sehl, Janet S. Sinsheimer, Kenneth Lange
Association screening of common and rare genetic variants by penalized regression. Bioinform. 26 (19) (2010)