Jianhua Z. Huang

Publication Activity (10 Years)

Years Active: 2008-2022
Publications (10 Years): 18

Top Topics

Principal Component Analysis

Regularized Regression

Nonnegative Matrix Factorization

Top Venues

Publications

Yan Zhong, Jianhua Z. Huang
Biclustering via structured regularized matrix decomposition. Stat. Comput. 32 (3) (2022)
Fei Ding, Shiyuan He, David E. Jones, Jianhua Z. Huang
Functional PCA With Covariate-Dependent Mean and Covariance Structure. Technometrics 64 (3) (2022)
Daniel Osório, Yan Zhong, Guanxun Li, Qian Xu, Yongjian Yang, Yanan Tian, Robert S. Chapkin, Jianhua Z. Huang, James J. Cai
scTenifoldKnk: An efficient virtual knockout tool for gene function predictions via single-cell gene regulatory network perturbation. Patterns 3 (3) (2022)
Shiyuan He, Kejun He, Jianhua Z. Huang
Improved Estimation of High-dimensional Additive Models Using Subspace Learning. J. Comput. Graph. Stat. 31 (3) (2022)
Mohammadreza Armandpour, Brian Kidd, Yu Du, Jianhua Z. Huang
Deep Personalized Glucose Level Forecasting Using Attention-based Recurrent Neural Networks. IJCNN (2021)
Mohammadreza Armandpour, Brian Kidd, Yu Du, Jianhua Z. Huang
Deep Personalized Glucose Level Forecasting Using Attention-based Recurrent Neural Networks. CoRR (2021)
Daniel Osorio, Yan Zhong, Guanxun Li, Jianhua Z. Huang, James J. Cai
scTenifoldNet: A Machine Learning Workflow for Constructing and Comparing Transcriptome-wide Gene Regulatory Networks from Single-Cell Data. Patterns 1 (9) (2020)
Hanbin Hu, Mit Shah, Jianhua Z. Huang, Peng Li
Global Adversarial Attacks for Assessing Deep Learning Robustness. CoRR (2019)
Hanbin Hu, Peng Li, Jianhua Z. Huang
Enabling High-Dimensional Bayesian Optimization for Efficient Failure Detection of Analog and Mixed-Signal Circuits. DAC (2019)
Mohammadreza Armandpour, Patrick Ding, Jianhua Z. Huang, Xia Hu
Robust Negative Sampling for Network Embedding. AAAI (2019)
Shaogang Ren, Jianhua Z. Huang, Shuai Huang, Xiaoning Qian
Safe Active Feature Selection for Sparse Learning. CoRR (2018)
Hanbin Hu, Peng Li, Jianhua Z. Huang
Parallelizable Bayesian optimization for analog and mixed-signal rare failure detection with high coverage. ICCAD (2018)
Shiyuan He, Jing Du, Jianhua Z. Huang
Singular-Value Decomposition Feature-Extraction Method for Cost-Performance Prediction. J. Comput. Civ. Eng. 31 (5) (2017)
Yanjun Qian, Jianhua Z. Huang, Xiaodong Li, Yu Ding
Robust Nanoparticles Detection From Noisy Background by Fusing Complementary Image Information. IEEE Trans. Image Process. 25 (12) (2016)
Chiwoo Park, Jianhua Z. Huang
Efficient Computation of Gaussian Process Regression for Large Spatial Data Sets by Patching Local Gaussian Processes. J. Mach. Learn. Res. 17 (2016)
Lisha Chen, Jianhua Z. Huang
Sparse reduced-rank regression with covariance estimation. Stat. Comput. 26 (1-2) (2016)
Meng Lu, Jianhua Z. Huang, Xiaoning Qian
Sparse exponential family Principal Component Analysis. Pattern Recognit. 60 (2016)
Arash Pourhabib, Jianhua Z. Huang, Yu Ding
Short-Term Wind Speed Forecast Using Measurements From Multiple Turbines in A Wind Farm. Technometrics 58 (1) (2016)
Mengmeng Guo, Lan Zhou, Jianhua Z. Huang, Wolfgang Karl Härdle
Functional data analysis of generalized regression quantiles. Stat. Comput. 25 (2) (2015)
Tian Siva Tian, Jianhua Z. Huang, Haipeng Shen
Solving the MEG Inverse Problem: A Robust Two-Way Regularization Method. Technometrics 57 (1) (2015)
Jim Jing-Yan Wang, Jianhua Z. Huang, Yijun Sun, Xin Gao
Feature selection and multi-kernel learning for adaptive graph regularized nonnegative matrix factorization. Expert Syst. Appl. 42 (3) (2015)
Seokho Lee, Jianhua Z. Huang
A biclustering algorithm for binary matrices based on penalized Bernoulli likelihood. Stat. Comput. 24 (3) (2014)
Maruan Al-Shedivat, Jim Jing-Yan Wang, Majed Alzahrani, Jianhua Z. Huang, Xin Gao
Supervised Transfer Sparse Coding. AAAI (2014)
Meng Lu, Hye-Seung Lee, David Hadley, Jianhua Z. Huang, Xiaoning Qian
Logistic Principal Component Analysis for Rare Variants in Gene-Environment Interaction Analysis. IEEE ACM Trans. Comput. Biol. Bioinform. 11 (6) (2014)
Guang Cheng, Lan Zhou, Xiaohong Chen, Jianhua Z. Huang
Efficient estimation of semiparametric copula models for bivariate survival data. J. Multivar. Anal. 123 (2014)
Peng Chen, Jianhua Z. Huang, Xin Gao
LigandRFs: random forest ensemble to identify ligand-binding residues from sequence information alone. BMC Bioinform. 15 (S-15) (2014)
Meng Lu, Hye-Seung Lee, David Hadley, Jianhua Z. Huang, Xiaoning Qian
Supervised categorical principal component analysis for genome-wide association analyses. BMC Genom. 15 (S-1) (2014)
Seokho Lee, Jianhua Z. Huang
A coordinate descent MM algorithm for fast computation of sparse logistic PCA. Comput. Stat. Data Anal. 62 (2013)
Guang Cheng, Zhuqing Yu, Jianhua Z. Huang
The cluster bootstrap consistency in generalized estimating equations. J. Multivar. Anal. 115 (2013)
Tian Siva Tian, Jianhua Z. Huang, Haipeng Shen, Zhimin Li
EEG/MEG Source Reconstruction with Spatial-Temporal Two-Way Regularized Regression. Neuroinformatics 11 (4) (2013)
Chiwoo Park, Jianhua Z. Huang, Jim X. Ji, Yu Ding
Segmentation, Inference and Classification of Partially Overlapping Nanoparticles. IEEE Trans. Pattern Anal. Mach. Intell. 35 (3) (2013)
Mehdi Maadooliat, Xin Gao, Jianhua Z. Huang
Assessing protein conformational sampling methods based on bivariate lag-distributions of backbone angles. Briefings Bioinform. 14 (6) (2013)
Tian Siva Tian, Jianhua Z. Huang, Haipeng Shen
Two-way regularization for MEG source reconstruction via multilevel coordinate descent. Stat. Anal. Data Min. 6 (6) (2013)
Mehdi Maadooliat, Mohsen Pourahmadi, Jianhua Z. Huang
Robust estimation of the correlation matrix of longitudinal data. Stat. Comput. 23 (1) (2013)
Chiwoo Park, Jianhua Z. Huang, Yu Ding
GPLP: A Local and Parallel Computation Toolbox for Gaussian Process Regression. J. Mach. Learn. Res. 13 (2012)
Meng Lu, Hye-Seung Lee, David Hadley, Jianhua Z. Huang, Xiaoning Qian
Logistic principal component analysis for rare variants in gene-environment interaction analysis. GENSiPS (2012)
Meng Lu, Jianhua Z. Huang, Xiaoning Qian
Supervised logistic principal component analysis for pathway based genome-wide association studies. BCB (2012)
Chiwoo Park, Jianhua Z. Huang, Yu Ding
Domain Decomposition Approach for Fast Gaussian Process Regression of Large Spatial Data Sets. J. Mach. Learn. Res. 12 (2011)
Chiwoo Park, Jianhua Z. Huang, Yu Ding
A Computable Plug-In Estimator of Minimum Volume Sets for Novelty Detection. Oper. Res. 58 (5) (2010)
Josue G. Martinez, Jianhua Z. Huang, Robert C. Burghardt, Rola Barhoumi, Raymond J. Carroll
Use of multiple singular value decompositions to analyze complex intracellular calcium ion signals CoRR (2010)
Haipeng Shen, Jianhua Z. Huang
Interday Forecasting and Intraday Updating of Call Center Arrivals. Manuf. Serv. Oper. Manag. 10 (3) (2008)