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論文名稱 Title |
區間刪減資料之比例危險模型的參數估計方法 Parameter estimation in proportional hazard model with interval censored data |
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系所名稱 Department |
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畢業學年期 Year, semester |
語文別 Language |
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學位類別 Degree |
頁數 Number of pages |
31 |
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研究生 Author |
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指導教授 Advisor |
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召集委員 Convenor |
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口試委員 Advisory Committee |
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口試日期 Date of Exam |
2006-06-16 |
繳交日期 Date of Submission |
2006-06-24 |
關鍵字 Keywords |
Cox比例危險模型、Turnbull 演算法、區間刪減資料、Nelson-Aalen 估計法 Interval-censored data, Turnbull algorithm, Cox proportional hazard model, Nelson-Aalen estimate |
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統計 Statistics |
本論文已被瀏覽 5739 次,被下載 1137 次 The thesis/dissertation has been browsed 5739 times, has been downloaded 1137 times. |
中文摘要 |
在這篇文章,我們估計Cox比例危險模型中的參數$S_0(t)$與$ eta$,當資料是區間刪減數據。為了要運用這個模型,資料應該要是精確的或是右刪減資料,因此我們利用三種方法將區間刪減資料轉換成精確資料,並且利用 Nelson-Aalen 估計法來估計參數$S_0(t)$與$ eta$。而檢定統計量不是接近自由度1的卡方分配,而是相當接近自由度1的卡方分配乘上一個常數。 |
Abstract |
In this paper, we estimate the parameters $S_0(t)$ and $ eta$ in Cox proportional hazard model when data are all interval-censored. For the application of this model, data should be either exact or right-censored, therefore we transform interval-censored data into exact data by three di®erent methods and then apply Nelson-Aalen estimate to obtain $S_0(t)$ and $ eta$. The test statistic $hat{ eta}^2I(hat{ eta})$ is not approximately distributed as $chi^2_{(1)}$ but $chi^2_{(1)}$ times a constant c. |
目次 Table of Contents |
1. Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 2. Turnbull's algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2 3. Generate discrete interval-censored data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3 4. How to choose exact data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 5. Parameter estimation of $ eta$ and $S_0(t)$ . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 5.1. Estimation and test for the parameter $ eta$ . . . . . . . . . . . . . . . . . . . . . . . . 7 5.2. Estimation of $S_0(t)$ . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 6. Simulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 7. Application . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 7.1. A hemophilia study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17 7.2. A breast cosmesis study . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21 References . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 |
參考文獻 References |
[1] B. W. Turnbull (1974). Nonparametric estimation of a survivalship function with doubly censored data. Journal of American Statistical Association, Vol. 69, No. 345, 169-173. [2] Chin-san Lee (1999). An urn model in simulation of interval-censored failure time data. Statistics & Probability Letters, Vol. 45, 131-139. [3] Ching-fu Sen (2001). On the consistency of a simulation procedure amd the com- struction of a nonparametric test for interval-censored data. Master of Science The- sis, Department of Applied Mathematics, National Sun Yet-Sen University. [4] D. M. Finkelstein (1985). A semiparametric model for regression analysis of interval- censored failure time data. Biometrics, Vol. 41, 933-945. [5] J. F. Lawless (1982). Statistical Models and Methods for Lifetime Data. Wiley: New York. [6] Ping-Chun Chang (2005). A study of statistical distribution of a nonparametric test for interval censored data. Master of Science Thesis, Department of Applied Mathematics, National Sun Yet-Sen University. [7] V. De Gruttola and S. W. Lagakos (1989). Analysis of dounly-censored survival data, with application to AIDS. Biometrics, Vol. 45, 1-11. |
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