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博碩士論文 etd-0624106-143625 詳細資訊
Title page for etd-0624106-143625
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
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
31
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
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
統計
Statistics
本論文已被瀏覽 5739 次,被下載 1137
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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