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研究生:傅驛爲
研究生(外文):Fu, Yi-Wei
論文名稱:有關近視眼研究的統計方法
論文名稱(外文):Statistical Analysis for Studying the Progression of Myopia
指導教授:王維菁王維菁引用關係
指導教授(外文):Wang, Wei-jing
學位類別:碩士
校院名稱:國立交通大學
系所名稱:統計學研究所
學門:數學及統計學門
學類:統計學類
論文種類:學術論文
論文出版年:2014
畢業學年度:102
語文別:英文
論文頁數:25
中文關鍵詞:盛行率橫斷面研究長期追蹤研究存活分析
外文關鍵詞:prevalence ratecross-sectional studylongitudinal studysurvival analysis
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在科技進步的現代社會,近視已是日趨嚴重的公衛問題,不僅盛行率增加,發生年齡亦下降,其中又以華人社會最為嚴重。同時眼科醫學亦著力於近視的預防與治療。在近視眼的研究中,統計分析是不可或缺的角色。本論文整理了有助於近視研究的統計方法,內容包含:最常見的橫斷面研究,可找出近視的風險因子;利用分析長期追蹤資料,探討近視度數演進的變化。此外眼科測度為“成對”但彼此相關的資料,存活分析可以用來探討眼睛發生重要“事件” 所需的時間長度。我們亦回顧了台灣、新加坡及其他地區所發表有關於近視眼研究的醫學文獻,並整理這些論文使用的統計方法。最後我們以統計的角度,建議了未來研究可採用的方法。
Nowadays myopia has become a global critical health problem, especially in Chinese community. Statistical analysis plays an important role in myopia research. In the thesis, we investigate related statistical methods, including cross-sectional studies for identifying possible risk factors for myopia and longitudinal studies for studying the evolution of myopia. Eye measurements are “paired” observations so that we review methods for analyzing such data. Furthermore survival analysis can also be applied to study critical event times such as the onset of myopia. We also review medical literature on myopia, most of which are recent empirical studies in Taiwan and Singapore. At the end of the thesis, we provide some suggestions for future research from the viewpoint of statistical analysis.
Contents
中文摘要................................................................................................................ i
英文摘要...............................................................................................................ii
誌謝 ......................................................................................................................iii
Contents............................................................................................................... iv
Tables...................................................................................................................vi
Figures ................................................................................................................vii
1 Introduction ...................................................................................................... 1
1.1 Motivation......................................................................................................................... 1
1.2 Outline of the Thesis......................................................................................................... 2
2 Medical background on Myopia ..................................................................... 3
2.1 Introduction of Myopia - Medical Background................................................................ 3
3 Literature Review on Related Statistical Methods ....................................... 5
3.1 Methods for Cross-sectional Studies ................................................................................ 5
3.2 Methods for Longitudinal Studies .................................................................................... 8
3.3 Survival Analysis.............................................................................................................. 9
3.4 Methods for analyzing paired data ................................................................................. 14
4 Statistical Applications in Myopia Research............................................... 16
4.1 Myopia research in Taiwan ............................................................................................ 16
4.2 Myopia Research in Singapore....................................................................................... 17
4.3 Studying Risk Factors on Myopia of Different Severity................................................ 17
4.4 A Longitudinal Study for Predicting Myopia................................................................. 19
4.5 Myopia and other eye diseases ....................................................................................... 20
5 Our Suggestions on Statistical Analysis ....................................................... 21
References .......................................................................................................... 23
附錄 眼科醫學名詞之中譯............................................................................. 25
References
〔1〕 Au Eong, Kah Guan, Primary Eye Care In Singapore: Looking Back, Looking Forward, Sight &; Eye International Pte Limited, 2008.
〔2〕 Cheng CY, Huang W, Su KC, Peng ML, Sun HY, Cheng HM, “Myopization factors affecting urban elementary school students in Taiwan”, Optom Vis Sci, 900, pp. 400-6, 2013 Apr.
〔3〕 Jones LA, Sinnott LT, Mutti DO, Mitchell GL, Moeschberger ML, Zadnik K, “Parental History of Myopia, Sports and Outdoor Activities, and Future Myopia”, Invest Ophthalmol Vis Sci, 48, pp.3524-32, 2007 Aug.
〔4〕 Lin LL, Shih YF, Hsiao CK, Chen CJ, Lee LA, Hung PT, “Epidemiologic study of the prevalence and severity of myopia among schoolchildren in Taiwan in 2000”, J Formos Med Assoc, 100, pp. 684-91, 2001 Oct.
〔5〕 Lin LL, Shih YF, Hsiao CK, Chen CJ, “Prevalence of myopia in Taiwanese schoolchildren: 1983 to 2000”, Ann Acad Med Singapore, 33, pp. 27-33, 2004 Jan.
〔6〕 Peter Diggle, Patrick Heagerty, Kung-Yee Liang, Scott Zeger, Analysis of Longitudinal Data, Oxford University Press,2013
〔7〕 Saw SM, Chua WH, Hong CY, Wu HM, Chan WY, Chia KS, Stone RA, Tan D. “Nearwork in Early-Onset Myopia”, Invest Ophthalmol Vis Sci, 43, pp.332-9, 2002 Feb.
〔8〕 Shih YF1, Chiang TH, Hsiao CK, Chen CJ, Hung PT, Lin LL, “Comparing myopic progression of urban and rural Taiwanese schoolchildren”, Jpn J Ophthalmol, 54, pp. 446-51, 2010 Sep
〔9〕 Tong L, Chan YH, Gazzard G, Tan D, Saw SM, “Longitudinal Study of Anisometropia in Singaporean School Children”, Invest Ophthalmol Vis Sci, 47, pp. 3247-52, 2006 Aug.
〔10〕 Weijing Wang, Martin T. Wells, "Model Selection and Semi-parametric Inference for Bivariate Censored Data" , Journal of American Statistical Association, 95, pp. 62-72, 2000 Jan
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