World's Best Scientists 2026 revealed!

D-Index & Metrics

Computer Science

D-Index
42
Citations
8965
World Ranking
8280
National Ranking
3549

Mathematics

D-Index
40
Citations
8568
World Ranking
2014
National Ranking
851

Research.com Recognitions

  • 2014 - SPIE Fellow
  • 2009 - Fellow of the American Statistical Association (ASA)

Overview

Jianhua Z. Huang is affiliated with Texas A&M University in the United States. Their research spans across several fields, primarily focused on Mathematics and Computer Science.

The scientist's recent publications cover a diverse range of topics, including statistics, gene regulatory network analysis, and financial models. Selected recent papers include:

  • scTenifoldKnk: An efficient virtual knockout tool for gene function predictions via single-cell gene regulatory network perturbation (2022, Patterns)
  • International tests of the ZCAPM asset pricing model (2022, Journal of International Financial Markets Institutions and Money)
  • Asymptotic properties of penalized spline estimators in concave extended linear models: Rates of convergence (2021, The Annals of Statistics)
  • Functional PCA With Covariate-Dependent Mean and Covariance Structure (2021, Technometrics)
  • Micro-Knowledge Embedding for Zero-shot Classification (2022, Computers & Electrical Engineering)

The main research fields for Jianhua Z. Huang include:

  • Mathematics
  • Computer Science

Their work also engages several subfields such as:

  • Statistics and Probability
  • Artificial Intelligence
  • Molecular Biology
  • Astronomy and Astrophysics
  • Computer Vision and Pattern Recognition

Key topics explored in their publications are:

  • Statistical Methods and Inference
  • Bayesian Methods and Mixture Models
  • Stellar, planetary, and galactic studies
  • Single-cell and spatial transcriptomics
  • Gene Regulatory Network Analysis
  • CRISPR and Genetic Engineering
  • Gaussian Processes and Bayesian Inference

Frequent co-authors collaborating with Jianhua Z. Huang include:

  • Shiyuan He
  • Yan Zhong
  • Lucas M. Macri
  • Kejun He
  • Daniel Osorio

The scientist has published multiple articles in venues such as:

  • arXiv (Cornell University)
  • Bernoulli
  • Patterns
  • Journal of International Financial Markets Institutions and Money
  • Technometrics

Jianhua Z. Huang has been recognized as a SPIE Fellow since 2014 and as a Fellow of the American Statistical Association (ASA) since 2009.

Best Publications

  • Sparse principal component analysis via regularized low rank matrix approximation

    Haipeng Shen;Jianhua Z. Huang

  • Varying‐coefficient models and basis function approximations for the analysis of repeated measurements

    Jianhua Z. Huang;Colin O. Wu;Lan Zhou

  • Covariance matrix selection and estimation via penalised normal likelihood

    Jianhua Z. Huang;Naiping Liu;Mohsen Pourahmadi;Linxu Liu

  • Variable Selection in Nonparametric Varying-Coefficient Models for Analysis of Repeated Measurements.

    Lifeng Wang;Hongzhe Li;Jianhua Z. Huang

  • Biclustering via Sparse Singular Value Decomposition

    Mihee Lee;Haipeng Shen;Jianhua Z. Huang;James Stephen Marron

  • A General Iterative Shrinkage and Thresholding Algorithm for Non-convex Regularized Optimization Problems

    Pinghua Gong;Changshui Zhang;Zhaosong Lu;Jianhua Huang

  • A full scale approximation of covariance functions for large spatial data sets

    Huiyan Sang;Jianhua Z. Huang

  • Sparse Reduced-Rank Regression for Simultaneous Dimension Reduction and Variable Selection

    Lisha Chen;Jianhua Z. Huang

  • Local asymptotics for polynomial spline regression

    Jianhua Z. Huang

  • Functional Coefficient Regression Models for Non-linear Time Series: A Polynomial Spline Approach

    Jianhua Z. Huang;Haipeng Shen

  • Interday Forecasting and Intraday Updating of Call Center Arrivals

    Haipeng Shen;Jianhua Z. Huang

  • Projection estimation in multiple regression with application to functional ANOVA models

    Jianhua Z. Huang

  • Segmentation, Inference and Classification of Partially Overlapping Nanoparticles

    Chiwoo Park;J. Z. Huang;J. X. Ji;Yu Ding

  • Joint modelling of paired sparse functional data using principal components

    Lan Zhou;Jianhua Z. Huang;Raymond J. Carroll

  • Bootstrap consistency for general semiparametric M-estimation

    Guang Cheng;Jianhua Z. Huang

  • Identification of non-linear additive autoregressive models

    Jianhua Z. Huang;Lijian Yang

  • Sparse Linear Discriminant Analysis with Applications to High Dimensional Low Sample Size Data

    Zhihua Qiao;Lan Zhou;Jianhua Z. Huang

  • SPARSE LOGISTIC PRINCIPAL COMPONENTS ANALYSIS FOR BINARY DATA

    Seokho Lee;Jianhua Z. Huang;Jianhua Hu

  • Statistical and Computational Inverse Problems

    Faming Liang;Jianhua Huang

  • Functional dynamic factor models with application to yield curve forecasting

    Spencer Hays;Haipeng Shen;Jianhua Z. Huang

  • Analysis of call centre arrival data using singular value decomposition

    Haipeng Shen;Jianhua Z. Huang

Frequent Co-Authors

Yu Ding
Yu Ding Georgia Institute of Technology
Xin Gao
Xin Gao King Abdullah University of Science and Technology
Raymond J. Carroll
Raymond J. Carroll Texas A&M University
James W. Kolari
James W. Kolari Texas A&M University
Peng Li
Peng Li University of California, Santa Barbara
James Stephen Marron
James Stephen Marron University of North Carolina at Chapel Hill
Bani K. Mallick
Bani K. Mallick Texas A&M University
Hong Liang
Hong Liang Texas A&M University
Subrata Kundu
Subrata Kundu Central Electrochemical Research Institute
Charles Kooperberg
Charles Kooperberg Fred Hutchinson Cancer Research Center

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