Chih-Hao Chang
Name Chih-Hao Chang
Email
Office Tel No. 81237
Job Title Associate Professor
Research Expertise and Interests Spatial Statistics, Model Selection, Parameter Estimation, Threshold Models
Teaching Field Theory of Probability, Mathematical Statistics, Statistics and Machine Learning
Office-hour Wednesday: 09:00~12:00
Year Paper Title
2023 Chang, C. H.*, Wong, K. F. & Lim, W. Y, 2023, Threshold Estimation for Continuous Three-Phase Polynomial Regression Models with Constant Mean in the Middle Regime. Statistica Neerlandica, 77, 4– 47. https://doi.org/10.1111/stan.12268 , 2023
2022 Chang, C. H., Chen, Z. B. & Huang, S. F.*, 2022, Forecasting of high-resolution electricity consumption with stochastic climatic covariates via a functional time series approach. Applied Energy, 309, 118418. https://doi.org/10.1016/j.apenergy.2021.118418 , 2022
2022 Chang, C. H.*, Huang, H. C. & Ing, C. K., 2022, 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. https://doi.org/10.1007/s10463-022-00825-7 [supp], 2022
2022 Chang, C. H.*, Huang, H. C. & Ing, C. K., 2022, Selection of Linear Mixed-Effects Models for Clustered Data. Scandinavian Journal of Statistics, accepted. , 2022
2022 Chang, C. H., Hsu, H. L., Zhuang, Y. B. & Yang, H. D.*, 2022, A spatial model averaging approach for predicting the traffic flow in Taiwan. Journal of the Chinses Statistical Association, 60, 261-300., 2022
2017 Chang, C. H., Huang, H. C. & Ing, C. K.*, 2017, Mixed Domain Asymptotics for a Stochastic Process Model with Time Trend and Measurement Error. Bernoulli, 23, 159-190. https://doi.org/10.3150/15-BEJ740 , 2017
2014 Chang, C. H., Huang, H. C.* & Ing, C. K., 2014, Asymptotic Theory of Generalized Information Criterion for Geostatistical Regression Model Selection. The Annals of Statistics, 42, 2441-2468. https://doi.org/10.1214/14-AOS1258, 2014
Year Paper Title
2022 Chih-Hao Chang, 2022.06, Estimation for multiple-threshold regression models. (5th International Conference on Econometrics and Statistics, Virtual Conference, Ryukoku University, Kyoto, Japan.), 2022
2021 Chih-Hao Chang, 2021.06, Detection of threshold points in mean and variance for threshold regression models. (4th International Conference on Econometrics and Statistics, Virtual Conference, HKUST, Hong Kong, China.) , 2021
2021 Chih-Hao Chang, 2021.07, Threshold estimation for continuous three-phase polynomial regression models with constant mean in the middle regime. (10th World Congress in Probability and Statistics, Virtual Conference, Seoul National University, Seoul.), 2021
2020 Chih-Hao Chang, 2020.07, Detection of structural changes in mean and variance for polynomial regression of dependent data. (高大中山統計學術研討會/國立高雄大學/高雄), 2020
2020 Chih-Hao Chang, 2020.08, Detection of Structural Changes in Mean and Variance for Polynomial Regression of Dependent Data. (第二十九屆南區統計研討會暨2020中華機率統計學會年會及學術研討會/國立中正大學/嘉義), 2020
2019 Chih-Hao Chang, 2019.06, Asymptotic Theory of Conditional Generalized Information Criterion for Linear Mixed Effects Model Selection. (第二十八屆南區統計研討會暨2019中華機率統計學會年會及學術研討會/國立中興大學/台中), 2019
2019 Chih-Hao Chang, 2019.07, Estimation of Breakpoints for Extended Interval Regression Models. (European meeting of Statisticians (EMS) 2019, Italy.), 2019
2019 Chih-Hao Chang, 2019.11, Breakpoints estimation for extended efficiency model. (2019 CSA-KSS-JSS 國際統計學術研討會/韓國首爾), 2019
2018 Chih-Hao Chang, 2018.06, Asymptotic Theory of Conditional Generalized Information Criterion for Linear Mixed Effects Models. (The 5th IMS-APRM, Singapore.), 2018
2017 Chih-Hao Chang, 2017.02, Model Selection for Linear models. (2017 統計學門研究成果發表會/國立中興大學/ 台中), 2017
2017 Chih-Hao Chang, 2017.06, Parameter Estimation for Linear Mixed-Effects Models. (第二十六屆南區統計研討會/國立臺北大學/臺北), 2017
2017 Chih-Hao Chang, 2017.07, Asymptotic theory for linear mixed-effects model selection. (European Meeting of Statistic 2017, Helsinki, Finland.), 2017
2017 Chih-Hao Chang, 2017.12, Consistency Of Linear Mixed-Effects Model Selection With Inconsistent Covariance Parameter Estimators. (IASC-NZSA 2017, Auckland, New Zealand.), 2017
2016 Chih-Hao Chang, 2016.07, Asymptotic Theory of Conditional Generalized Information Criterion for Linear Mixed-Effects Model Selection. (World Congress in Probability and Statistics, Toronto, Canada), 2016
2016 Chih-Hao Chang, 2016.08, Asymptotic Theory for Spatial Regression Model Selection. (第十屆海峽兩岸機率與統計研討會/大陸成都), 2016
2016 Chih-Hao Chang, 2016.12, Asymptotic Theory for Linear Mixed-Effects Model Selection. (中國統計學社105年年會暨學術研討會暨政治大學統計學系50週年學術研討會/國立政治大學/臺北), 2016
2015 Chih-Hao Chang, 2015.07, Asymptotic Theory of Conditional Generalized Information Criterion for Geostatistical Regression Model Selection. (European Meeting of Statisticians 2015, Amsterdam, Netherlands), 2015
2014 Chih-Hao Chang, 2014.06, On the Asymptotic Loss Efficiency of Conditional Generalized Information Criterion in Spatial Prediction. (The 3rd Institute of Mathematical Statistics Asia Pacific Rim Meeting/福華國際文教會館/臺北), 2014
2014 Chih-Hao Chang, 2014.11, Asymptotic Theory of Generalized Information Criterion for Geostatistical Regression Model Selection. (International Conference on Mathematics, Statistics, and Financial Mathematics 2014 (ICMSFM2014) with IASC-ARS Sessions, Kuala Lumpur, Malaysia.), 2014
2014 Chih-Hao Chang, 2014.12, Asymptotic Behaviors of Conditional Generalized Information Criterion for Geostatistical Regression Model Selection. (103年中國統計學社社員大會暨國際統計學術研討會/國立交通大學/新竹), 2014
2014 Chih-Hao Chang, 2014.12, Asymptotic Theory for Geostatistical Regression Model Selection. (2014 International Statistical Symposium CSA-KSS-JSS Special Invited Sessions, HsinChu, Taiwan), 2014
Project Category Year Project Title Participator Job Title Period Unit
MOST Projects 114 高維度閾值迴歸模型變數選取(2/2) CHANG CHIH-HAO Principal Investigator 2026.08 ~ 2027.07 National Science and Technology Council
MOST Projects 114 高維度閾值迴歸模型變數選取(1/2) CHANG CHIH-HAO Principal Investigator 2025.08 ~ 2026.07 National Science and Technology Council
MOST Projects 112 閾值邊界羅吉斯迴歸模型之估計(2/2) CHANG CHIH-HAO Principal Investigator 2024.08 ~ 2025.10 National Science and Technology Council
MOST Projects 112 閾值邊界羅吉斯迴歸模型之估計(1/2) CHANG CHIH-HAO Principal Investigator 2023.08 ~ 2025.10 National Science and Technology Council
MOST Projects 111 廣義資訊準則在疾病擴散模型的應用:階層群集資料的模型選取 CHANG CHIH-HAO Principal Investigator 2022.08 ~ 2023.10 National Science and Technology Council
Country School Name Department Degree Duration
TAIWAN, REPUBLIC OF CHINA 國立交通大學 統計科學研究所 博士 2004.08 ~ 2011.05
Experience Category Organization Title Department Job Title Duration
Current NATIONAL CHENGCHI UNIVERSITY Department of Statistics 副教授 2023.08 ~ Up to today
Part Time NATIONAL CHENGCHI UNIVERSITY Big Data Analytics Program Committee 委員 2023.08 ~ Up to today
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 學生事務委員會委員 2023.08 ~ Up to today
Part Time NATIONAL CHENGCHI UNIVERSITY Department of Statistics 學士班導師 2023.08 ~ Up to today
Honor Category Year Award Name Awarding Unit
Inside School 113 資深優良教師(10年) 國立政治大學