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

空間及時空統計
統計機器學習
環境統計

論文著述 - Journal Papers

ShengLi Tzeng, Bo-Yu Chen, and (Hsin-Cheng Huang*),2024-05,Assessing spatial stationarity and segmenting spatial processes into stationary components,JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS,29(2), 301-319,[SCI],[Scopus],(IF 2.267)
Nan-Jung Hsu*, (Hsin-Cheng Huang), Ruey S. Tsay, and Tzu-Chieh Kao,2024-02,Rank-R matrix autoregressive models for modeling spatio-temporal data,STATISTICS AND ITS INTERFACE,17, 275-290,[SCI],[Scopus],(IF 0.716)
ShengLi Tzeng, Chi-Wei, Lai, and (Hsin-Cheng Huang*),2023/12,Spatially adaptive calibrations of AirBox PM2.5 data,BIOMETRICS,79(4), 3637-3649,[SCI],(IF 1.701)
Din-Chih Lin, (Hsin-Cheng Huang), ShengLi Tzeng*,2023-03-09,Some enhancements to deepkriging,STAT,[SCI],(IF 2.451)
Chih-Hao Chang*, (Hsin-Cheng Huang), Ching-Kang Ing,2023-06,Selection of linear mixed-effects models for clustered data,Scandinavian Journal of Statistics,50 (2), 875-897,[SCI],(IF 1.04)
Yu-Ting Fan, (Hsin-Cheng Huang*),2022-10,Spatially varying coefficient models using reduced-rank thin-plate splines,SPATIAL STATISTICS,51, 100654,[SCI],(IF 2.125)
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 1.18)
(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 1.884)
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 1.884)
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 2.267)
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 2.267)
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 4.369)
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 1.527)
ShengLi Tzeng, (Hsin-Cheng Huang*),2018-05,Resolution adaptive fixed rank kriging,TECHNOMETRICS,60(2), 198-208,[SCI],(IF 2.333)
Wen-Ting Wang and (Hsin-Cheng Huang*),2018-03,Regularized Spatial Maximum Covariance Analysis,ENVIRONMETRICS,29(2), 1-19,[SCI],[Scopus],(IF 1.527)
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 1.822)
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 1.884)
(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 0.716)
ShengLi Tzeng, (Hsin-Cheng Huang*),2015-01,Non-stationary multivariate spatial covariance estimation via low-rank regularization.,STATISTICA SINICA,25, 151-172,[SCI],(IF 1.33)
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 4.904)
Yin-Ping Chen, (Hsin-Cheng Huang*),2013-06,Nonstationary spatial modeling using penalized likelihood,STATISTICA SINICA,23(3), 989-1017,[SCI],(IF 1.33)
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 3.028)
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 1.225)
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 2.365)
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 1.527)
Chun-Shu Chen* and Hsin-Cheng Huang,2011-01,An Improved Cp Criterion for Spline Smoothing,Journal of Statistical Planning and Inference,141(1), 445-452,[SCI],(IF 1.095)
Ying-Pin Chen, Hsin-Cheng Huang, and I-Ping Tu,2010-12,A New Approach for Selecting the Number of Factors,Computational Statistics & Data Analysis,54(12), 2990-2998,[SCI],(IF 2.035)
Hsin-Cheng Huang*, Nan-Jung Hsu, David Theobald, and Jay Breidt,2010-12,Spatial Lasso with applications to GIS model selection,Journal of Computational and Graphical Statistics,19(4), 963-983,[SCI],(IF 1.884)
Xiaotong Shen* and Hsin-Cheng Huang,2010-06,Grouping pursuit through a regularization solution surface,Journal of the American Statistical Association,490(2), 727-739,[SCI],(IF 4.369)
Jun Zhu* and Hsin-Cheng Huang,2010-06,On selection of spatial linear models for lattice data,JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY,72(3), 389-402,[SCI],(IF 4.933)
Ya-Mei Chang, Nan-Jung Hsu*, Hsin-Cheng Huang,2010-03,Semiparametric Estimation of Nonstationary Spatial Covariance Function,Journal of Computational and Graphical Statistics,19, 117-139,[SCI],(IF 1.884)
Hsin-Cheng Huang* and Chun-Shu Chen,2007-09,Optimal geostatistical model selection,Journal of the American Statistical Association,102(479), 1009-1024,[SCI],(IF 4.369)
Hsin-Cheng Huang, Francisco Martinez, Jorge Mateu*, and Francisco Montes,2007-05,Model comparison and selection for stationary space-time models,Computational Statistics & Data Analysis,51(9), 4577-4596,[SCI],(IF 2.035)
Gardar Johannesson*, Noel Cressie, and Hsin-Cheng Huang,2007-03,Dynamic multi-resolution spatial models,Environmental and Ecological Statistics,14(1), 5-25,[SCI],(IF 2.365)
Xiaotong Shen* and Hsin-Cheng Huang,2006-06,Optimal model assessment, selection and combination.,Journal of the American Statistical Association,101(474), 554-568,[SCI],(IF 4.369)
Hsin-Cheng Huang* and Thomas Lee,2006,Data adaptive median filters for signal and image denoising using a generalized SURE criterion,IEEE Signal Processing Letters,13, 561-564,[SCI],(IF 3.201)
ShengLi Tzeng, Hsin-Cheng Huang*, and Noel Cressie,2005,A fast, optimal spatial-prediction method for massive datasets.,Journal of the American Statistical Association,100, 1343-1357,[SCI],(IF 4.369)
Jun Zhu*, Hsin-Cheng Huang, and Jungpin Wu,2005,Modeling spatial-temporal binary data using Markov random fields.,JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS,10(2), 212-225,[SCI],(IF 2.267)
Xiaotong Shen*, Hsin-Cheng Huang, and JimmyYe,2004-09,Inference after model selection.,Journal of the American Statistical Association,99(467), 751-762,[SCI],(IF 4.369)
Xiaotong Shen*, Hsin-Cheng Huang, and Jimmy Ye,2004,Adaptive model selection and assessment for exponential family models,Technometrics,46(3), 204-317,[SCI],(IF 2.333)
Xiaotong Shen*, Hsin-Cheng Huang, and Jianming Ye,2004,Comment on “The estimation of prediction error: covariance penalties and cross-validation” by B. Efron.,Journal of the American Statistical Association,99, 634-637,[SCI],(IF 4.369)
Hsin-Cheng Huang* and Nna-Jung Hsu,2004,Modeling transport effects on ground-level ozone using a non-stationary space-time model.,Environmetrics,15, 251-268,[SCI],(IF 1.527)
Xiaotong Shen*, Hsin-Cheng Huang, and Noel Cressie,2002-12,Nonparametric hypothesis testing for a spatial signal,Journal of the American Statistical Association,97(460), 1122-1140,[SCI],(IF 4.369)
Song-Lih Huang*, Wen-Ling Cheng., Chung-Te Lee, Hsin-Cheng Huang, and Chang-Chuan Cha,2002,Contribution of endotoxin in macrophage cytokine response to ambient particles in vitro,JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH-PART A-CURRENT ISSUES,65, 1261-1272,[SCI],(IF 3.24)
Hsin-Cheng Huang*, Noel Cressie, John Gabrosek,2002,Fast, resolution-consistent spatial prediction of global processes from satellite data,Journal of Computational and Graphical Statistics,11(1), 63-88,[SCI],(IF 1.884)
Hsin-Cheng Huang* and Noel Cressie,2000,Asymptotic properties of MLEs for partially ordered Markov models,Statistica Sinica,10, 1325-1344,[SCI],(IF 1.33)
Hsin-Cheng Huang* and Noel Cressie,2000,Deterministic/stochastic wavelet decomposition for recovery of signal from noisy data,Technometrics,42, 262-276,[SCI],(IF 2.333)
Noel Cressie* and Hsin-Cheng Huang,1999,Classes of nonseparable spatio-temporal stationary covariance functions,Journal of the American Statistical Association,94(448), 1330-1340,[SCI],(IF 4.369)
Noel Cressie*, Hsin-Cheng Huang,1997,Comment on``On Bayesian analysis of mixtures with an unknown number of components'',JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY,59, 777,[SCI],(IF 4.933)
Hsin-Cheng Huang* and Noel Cressie,1996,Spatio-temporal prediction of snow water equivalent using the Kalman filter,Computational Statistics and Data Analysis,22, 159-175,[SCI],(IF 2.035)

論文著述 - Chapter Of The Books

(Hsin-Cheng Huang*) and Nan-Jung Hsu,2022-08-10,Regularized principal component analysis,Wiley StatsRef: Statistics Reference Online,1-5
Hsin-Cheng Huang* and Noel Cressie,2001,Multiscale graphical modeling in space: Applications to command and control,Spatial Statistics: Methodological Aspects and Applications (Springer Lecture Notes in Statistics, 159),83-113
Hsin-Cheng Huang* and Noel Cressie,1999,Empirical Bayesian spatial prediction using wavelets,Bayesian Inference in Wavelet Based Model (Springer Lecture Notes in Statistics, 141),203-222
John Gabrosek*, Noel Cressie, and Hsin-Cheng Huang,1999,Spatial-temporal prediction of level 3 data for NASA's Earth Observing System,Spatial Accuracy Assessment: Land Information Uncertainty in Natural Resources,331-337

研究人員