中央研究院統計科學研究所

學歷

Ph.D., Statistics, Iowa State University, USA (1994 - 1997)
M.S., Statistics, Iowa State University, USA (1992 - 1994)
B.S., Mathematics, National Taiwan University, Taiwan (1985 - 1989)

經歷

Distinguished Research Fellow, Institute of Statistical Science, Academia Sinica, Taiwan (8/2022 - Present)
Research Fellow, Institute of Statistical Science, Academia Sinica, Taiwan (2/2009 - 7/2022)
Deputy Director, Institute of Statistical Science, Academia Sinica, Taiwan (7/2021 - 7/2023)
Deputy Director, Institute of Statistical Science, Academia Sinica, Taiwan (7/2013 - 7/2014)
Associate Research Fellow, Institute of Statistical Science, Academia Sinica, Taiwan (1/2003 - 2/2009)
Assistant Research Fellow, Institute of Statistical Science, Academia Sinica, Taiwan (10/1997 - 1/2003)

專長興趣領域

Spatial and Spatio-temporal Statistics
Statistical Learning
Model Selection
Environmental Statistics

論文著述 - Journal Papers

Din-Chih Lin, (Hsin-Cheng Huang), ShengLi Tzeng*,2023-03,Some Enhancements to DeepKriging,STAT,[SCI],(IF 0.917)
ShengLi Tzeng, Chi-Wei, Lai, and (Hsin-Cheng Huang*),2022/12/21,Spatially adaptive calibrations of AirBox PM2.5 data,BIOMETRICS,[SCI],(IF 2.571)
Chih-Hao Chang*, (Hsin-Cheng Huang), Ching-Kang Ing,2022-07-22,Selection of linear mixed-effects models for clustered data,Scandinavian Journal of Statistics,[SCI],(IF 1.396)
Yu-Ting Fan, (Hsin-Cheng Huang*),2022-10,Spatially Varying Coefficient Models Using Reduced-Rank Thin-Plate Splines,SPATIAL STATISTICS,51, 100654,[SCI],(IF 2.06)
Chih-Hao Chang*, (Hsin-Cheng Huang*), Ching-Kang Ing,2022-05-14,Inference of random effects for linear mixed-effects models with a fixed number of clusters,ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS,74, 1143-1161,[SCI],(IF 1.267)
(Hsin-Cheng Huang*), Noel Cressie, Andrew Zammit-Mangion, and Guowen Huang,2021-12,False discovery rates to detect signals from incomplete spatially aggregated data,JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS,30(4), 1081-1094,[Scopus],[SCI],(IF 2.302)
Nan-Jung Hsu, (Hsin-Cheng Huang*), Ruey S. Tsay,,2021-12,Matrix autoregressive spatio-temporal models,JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS,30(4), 1143-1155,[SCI],[Scopus],(IF 2.302)
Yuan Yan*, (Hsin-Cheng Huang), Marc G. Genton,2021-09,Vector autoregressive models with spatially structured coefficients for time series on a spatial grid,JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS,26(3), 387-408,[SCI],[Scopus],(IF 1.524)
Shih-Hao Huang, (Hsin-Cheng Huang*), Ruey S. Tsay, Guangming Pan,2021-06,Testing independence between two spatial random fields,JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS,26(2), 161-179,[Scopus],[SCI],(IF 1.524)
Chi-Wei Lai, (Hsin-Cheng Huang*),2020-06,Intensity estimation of spatial point processes based on area-aggregated data,Japanese Journal of Statistics and Data Science,3, 413-428
Xiaotong Shen*, (Hsin-Cheng Huang),2020-03,Comment on Rosset's and Tibshirani's paper, entitled "From Fixed-X to Random-X Regression: Bias-Variance Decompositions, Covariance Penalties, and Prediction Error Estimation",JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION,115, 152-156,[SCI],[Scopus],(IF 5.033)
Guowen Huang, Ling-Jyh Chen, Wen-Han Hwang, ShengLi Tzeng, and (Hsin-Cheng Huang*),2018-12,Real-time PM2.5 mapping and anomaly detection from AirBoxes in Taiwan,ENVIRONMETRICS,29,[SCI],(IF 1.9)
ShengLi Tzeng, (Hsin-Cheng Huang*),2018-05,Resolution adaptive fixed rank kriging,TECHNOMETRICS,60(2), 198-208,[SCI],(IF 2.988)
Wen-Ting Wang and (Hsin-Cheng Huang*),2018-03,Regularized Spatial Maximum Covariance Analysis,ENVIRONMETRICS,29(2), 1-19,[SCI],[Scopus],(IF 1.9)
Chih-Hao Chang, (Hsin-Cheng Huang), and Ching-Kang Ing*,2017-02,Mixed Domain Asymptotics for a Stochastic Process Model with Time Trend and Measurement Error,BERNOULLI,23, 159-190,[SCI],(IF 1.595)
Wen-Ting Wang and (Hsin-Cheng Huang*),2017-02-16,Regularized principal component analysis for spatial data,JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS,26(1), 14-25,[SCI],[Scopus],(IF 2.302)
(Hsin-Cheng Huang) and Thomas C.M. Lee*,2016-10,High-Dimensional Covariance Estimation under the Presence of Outliers,STATISTICS AND ITS INTERFACE,9, 461-468,[SCI],(IF 0.582)
ShengLi Tzeng, (Hsin-Cheng Huang*),2015-01,Non-stationary multivariate spatial covariance estimation via low-rank regularization.,STATISTICA SINICA,25, 151-172,[SCI],(IF 1.261)
Chih-Hao Chang, (Hsin-Cheng Huang*), Ching-Kang Ing,2014-12,Asymptotic theory of generalized information criterion for geostatistical regression model selection,ANNALS OF STATISTICS,42, 2441-2468,[SCI],(IF 4.028)
Yin-Ping Chen, (Hsin-Cheng Huang*),2013-06,Nonstationary spatial modeling using penalized likelihood,STATISTICA SINICA,23(3), 989-1017,[SCI],(IF 1.261)
Shen, X., (Huang, H.-C.), and Pan, W.,2012-12,Simultaneous supervised clustering and feature selection over a graph,Biometrika,99, 899-914,[SCI],(IF 2.445)
Lai, R, (Huang, H.-C.), and Lee, T.,2012-05,Fixed and random effects selection in nonparametric additive mixed models,Electronic Journal of Statistics,6, 810-842,[SCI],(IF 1.125)
Chen, C.-S.* and Huang, H.-C.,2012-03,Geostatistical model averaging based on conditional information criteria,Environmental and Ecological Statistics,19, 23-35,[SCI],(IF 1.119)
Nan-Jung Hsu*, Ya-Mei Chang and Hsin-Cheng Huang,2012-02,A Group Lasso Approach for Nonstationary Spatial-Temporal Covariance Estimation,Environmetrics,23, 12-23,[SCI],(IF 1.9)

研究人員