師資
個(gè)人簡介：
田國梁，南方科技大學(xué)統(tǒng)計(jì)與數(shù)據(jù)科學(xué)系教授、博士生導(dǎo)師。1988年獲得武漢大學(xué)統(tǒng)計(jì)學(xué)碩士學(xué)位、1998年獲得中國科學(xué)院應(yīng)用數(shù)學(xué)研究所的統(tǒng)計(jì)學(xué)博士學(xué)位。從1998至2002年, 他分別在北京大學(xué)概率統(tǒng)計(jì)系和美國田納西州孟斐斯市的 St. Jude 兒童研究醫(yī)院生物統(tǒng)計(jì)系從事博士后研究, 2002年至2008年他在美國馬里蘭大學(xué)醫(yī)學(xué)院和Marlene and Stewart?Greenbaum?Comprehensive?癌癥中心任 Senior? Biostatistician。2008年至2016年他在香港大學(xué)統(tǒng)計(jì)及精算學(xué)系任副教授、博士生導(dǎo)師。田教授是國際統(tǒng)計(jì)學(xué)會 (ISI) 當(dāng)選會員, 他擔(dān)任 Computational Statistics & Data Analysis, Statistics and Its Interface 等四個(gè)國際統(tǒng)計(jì)學(xué)雜志的副主編。他主要的研究領(lǐng)域是生物統(tǒng)計(jì), 計(jì)算統(tǒng)計(jì)和社會統(tǒng)計(jì)。目前的研究方向包括多元零膨脹計(jì)數(shù)數(shù)據(jù)分析、斜與非對稱連續(xù)數(shù)據(jù)分析,??(0, 1) 區(qū)間上連續(xù)比率數(shù)據(jù)(以及其推廣, 即成份數(shù)據(jù))的統(tǒng)計(jì)分析, 不完全分類數(shù)據(jù)分析, 和大維隨機(jī)矩陣的理論方法及應(yīng)用。他首次提出的分組 Dirichlet 分布、套Dirichlet 分布和G分布在統(tǒng)計(jì)分布領(lǐng)域?qū)儆趧?chuàng)造性的工作,?在生物統(tǒng)計(jì)中具有廣泛而重要的應(yīng)用;?他將非隨機(jī)化的概念引入到敏感性問題的隨機(jī)化應(yīng)答技術(shù)中,?發(fā)展了一個(gè)稱之為非隨機(jī)化應(yīng)答技術(shù)的新研究方向。他首次提出了一個(gè)新的組裝分解 (assembly-decomposition) 方法用以構(gòu)造MM算法中的替代函數(shù), 為MM算法在統(tǒng)計(jì)學(xué)中的廣泛應(yīng)用開辟了新的通道. 2017年他的研究課題“MM算法中的幾類問題之研究及其應(yīng)用”>獲得國家自然科學(xué)基金面上項(xiàng)目的資助。2018年他(排名第二)與南方科技大學(xué)環(huán)境科學(xué)與工程學(xué)院鄭焰講席教授的聯(lián)合研究課題<<中國北方地下水砷不同尺度空間非均質(zhì)性驅(qū)動(dòng)機(jī)制>> 獲得國家自然科學(xué)基金重點(diǎn)項(xiàng)目的資助。
教育背景
1995.9 - 1998.7 中國科學(xué)院應(yīng)用數(shù)學(xué)研究所，北京, 統(tǒng)計(jì)學(xué)專業(yè)，統(tǒng)計(jì)學(xué)博士
1985.9 - 1988.7 武漢大學(xué)，武漢, 統(tǒng)計(jì)學(xué)系，統(tǒng)計(jì)學(xué)碩士
1981.9 - 1985.7 湖南師范大學(xué)，長沙, 數(shù)學(xué)系，理學(xué)學(xué)士
工作經(jīng)歷
2019.08.22 – 至今,? ? ? ? ? ? 南方科技大學(xué),? 統(tǒng)計(jì)與數(shù)據(jù)科學(xué)系,??統(tǒng)計(jì)學(xué)教授
2016.08.01?– 2019.08.21,??南方科技大學(xué),? 數(shù)學(xué)系,??統(tǒng)計(jì)學(xué)教授
2008.09.01 – 2016.07.31,? 香港大學(xué),? 統(tǒng)計(jì)與精算學(xué)系,??統(tǒng)計(jì)學(xué)副教授
2002.07.01 – 2008.08.31,? 馬里蘭大學(xué)(巴爾的摩市, 馬里蘭州, 美國)醫(yī)學(xué)院,? 流行病學(xué)和預(yù)防醫(yī)學(xué)系,? Instructor
2002.07.01 – 2008.08.31,? 馬里蘭大學(xué)Greenbaum?Comprehensive?癌癥中心,?生物統(tǒng)計(jì)學(xué)部, Senior?Biostatistician
2000.05.01 – 2002.06.30,? St. Jude 兒童研究醫(yī)院 (孟菲斯市, 田納西州, 美國), 生物統(tǒng)計(jì)系, 博士后
1998.09.01 – 2000.04.30,? 北京大學(xué), 概率統(tǒng)計(jì)系, 博士后
1988.08.01 – 1995.08.31,? 航空航天工業(yè)部, 中國運(yùn)載火箭研究院, 702研究所, 助理工程師, 工程師, 高級工程師
所獲榮譽(yù)：
2017? 入選深圳市海外高層次人才 "孔雀計(jì)劃" (B類)
在香港大學(xué)統(tǒng)計(jì)與精算學(xué)系的教學(xué)經(jīng)歷
STAT2802/3902 Statistical Models
STAT3317/6011 Computational Statistics
STAT3304 Computer-aided Statistical Modeling
STAT3331/3621 Statistical Data Analysis
STAT2307 Statistics in Clinical Medicine and Bio-medical Research
STAT7005 Multivariate Methods
專業(yè)學(xué)會資格
2000.5 – 至今 Member, American Statistical Association
2000.5 – 至今 Permanent Member，International Chinese Statistical Association
2014.6 – 至今 Elected member, International Statistical Institute (ISI)
獲獎(jiǎng)情況
2011 - 2012 Research Output Prize, Faculty of Science of the University of Hong Kong (A monetary award of HK$120,000 for research purposes)
研究方向
生物統(tǒng)計(jì)：包括多元零膨脹計(jì)次數(shù)據(jù)分析，不完全分類數(shù)據(jù)與缺失數(shù)據(jù)分析，約束參數(shù)模型與變量選擇，藥物組合研究的實(shí)驗(yàn)設(shè)計(jì)，癌癥臨床試驗(yàn)與設(shè)計(jì).
社會統(tǒng)計(jì)：敏感性問題的樣本調(diào)查
計(jì)算統(tǒng)計(jì)：EM算法, MM算法
專著
Tan M, Tian GL and Ng KW (2010). Bayesian Missing Data Problems: EM,
Data Augmentation and Non-iterative Computation. Chapman & Hall/CRC (Biostatistics Series), Boca Raton, USA.
Ng KW, Tian GL and Tang ML (2011). Dirichlet and Related Distributions: Theory, Methods and Applications. John Wiley & Sons(Wiley Series in Probability and Statistics), New York, USA.
Tian GL and Tang ML (2014). Incomplete Categorical Data Design: Non-randomized Response Techniques for Sensitive Questions in Surveys. Chapman & Hall/CRC (Statistics in the Social and Behavioral Sciences), Boca Raton, USA.
國際統(tǒng)計(jì)雜志副主編
Statistics and Its Interface, 2013 --
Communications in Statistics - Theory and Methods, 2013 --
Communications in Statistics - Simulation and Computation, 2013 --
Computational Statistics and Data Analysis, 2014 --
頂尖生物統(tǒng)計(jì)雜志文章 (12 papers)
Biostatistics Journal 1: Statistical Methods in Medical Research [Impact Factor=4.472; Ranking No. 1 in the category of biostatistics, 2014 JCR, ISI Web Knowledge] (4 papers)
[1] Tian GL, Zhang C and Jiang XJ (2016). Valid statistical inference methods for a case control study with missing data, in press.
[2] Tian GL and Li HQ (2015). A new framework of statistical inferences based on the valid joint sampling distribution of observed counts in an incomplete contingency table, in press.
[3] Tian GL, Tang ML, Wu Q and Liu Y (2015). Poisson and negative binomial item count techniques for surveys with sensitive question, in press.
[4] Tian GL, Tang ML, Liu ZQ, Tan M and Tang NS (2011). Sample size determination for the non-randomized triangular model for sensitive questions in a survey, 20(3), 159-173.
Biostatistics Journal 2: Statistics in Medicine [Impact Factor=1.825; Ranking No. 3 in the category of biostatistics, 2014 JCR, ISI Web Knowledge] (7 papers)
[5] Pei YB, Tian GL and Tang ML (2014). Testing homogeneity of proportion ratios for stratified correlated bilateral data in two-arm randomize clinical trials, 33(25), 4370-4386.
[6] Tang ML, Ling MH, Ling L and Tian GL (2010). Confidence intervals for a difference between proportions based on paired data, 29(1), 86-96.
[7] Tang ML, Ling MH and Tian GL (2009). Exact and approximate unconditional confidence intervals for proportion difference in the presence of incomplete data, 28, 625-641.
[8] Tian GL, Yu JW, Tang ML and Geng Z (2007). A new non-randomized model for analyzing sensitive questions with binary outcomes, 26(23), 4238-4252.
[9] Fang HB, Tian GL, Xiong XP and Tan M (2006). A multivariate random-effects model with restricted parameters: Application to assessing radiation therapy for brain tumors, 25(11), 1948-1959.
[10] Tan M, Fang HB, Tian GL and Houghton PJ (2005). Repeated-measures models with constrained parameters for incomplete data in tumor xenograft experiments, 24(1), 109-119.
[11] Tan M, Fang HB, Tian GL and Houghton PJ (2003). Experimental design and sample size determination for testing synergism in drug combination studies based on uniform measures, 22(13), 2091-2100.
Biostatistics Journal 3: Biometrics [Impact Factor=1.568; Ranking No. 4 in the category of biostatistics, 2014 JCR, ISI Web Knowledge] (1 paper)
[12] Tan M, Fang HB, Tian GL and Houghton PJ (2002). Small-sample inference for incomplete longitudinal data with truncation and censoring in tumor xenograft models, 58(3), 612-620.
選擇的其他國際統(tǒng)計(jì)雜志文章
Tian GL, Ma HJ, Zhou Y and Deng DL (2015). Generalized endpoint-inflated binomial model. Computational Statistics and Data Analysis 89, 97-114.
Liu Y and Tian GL (2015). Type I multivariate zero-inflated Poisson distribution with applications. Computational Statistics and Data Analysis 83, 200-222.
Liu Y and Tian GL (2013). A variant of the parallel model for sample surveys with sensitive characteristics. Computational Statistics and Data Analysis 67, 115-135.
Tian GL, Tang ML, Yuen KC and Ng KW (2010). Further properties and new applications for the nested Dirichlet distribution. Computational Statistics and Data Analysis 54, 394-405.
Ng KW, Tang ML, Tian GL and Tan M (2009). The nested Dirichlet distribution and incomplete categorical data analysis. Statistica Sinica 19(1), 251-271.
Tan M, Tian GL, Fang HB and Ng KW (2007). A fast EM algorithm for quadratic optimization subject to convex constraints. Statistica Sinica 17(3), 945-964.
Tan M, Tian GL and Ng KW (2003). A non-iterative sampling method for computing posteriors in the structure of EM-type algorithms. Statistica Sinica 13(3), 625-639.
Zhang YQ, Tian GL and Tang NS (2016). Latent variable selection in structural equation models. Journal of Multivariate Analysis, in press.
Liu BS, Xu L, Zheng SR and Tian GL (2014). A new test for the proportionality of two large-dimensional covariance matrices. Journal of Multivariate Analysis 131, 293-308.
Tian GL, Fang HB, Tan M, Qin H and Tang ML (2009). Uniform distributions in a class of convex polyhedrons with applications to drug combination studies. Journal of Multivariate Analysis 100(8), 1854-1865.
Ng KW, Tang ML, Tan M and Tian GL (2008). Grouped Dirichlet distribution: A new tool for incomplete categorical data analysis. Journal of Multivariate Analysis 99(3), 490-509.
Tan M, Fang HB, Tian GL and Wei G (2005). Testing multivariate normality in incomplete data of small sample size. Journal of Multivariate Analysis 93, 164-179.