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系統識別號 U0002-1706201610513600
DOI 10.6846/TKU.2016.00442
論文名稱(中文) 評估單因子隨機效應模型中多種單邊容許界限在非常態隨機分布下的表現
論文名稱(英文) An Evaluation of Various One-Sided Tolerance Limits for One-Way Random Effects Model under Non-Normal Distributions
第三語言論文名稱
校院名稱 淡江大學
系所名稱(中文) 數學學系碩士班
系所名稱(英文) Department of Mathematics
外國學位學校名稱
外國學位學院名稱
外國學位研究所名稱
學年度 104
學期 2
出版年 105
研究生(中文) 張凱雲
研究生(英文) Kai-Yun Chang
學號 601190258
學位類別 碩士
語言別 繁體中文
第二語言別
口試日期 2016-06-02
論文頁數 55頁
口試委員 指導教授 - 陳順益
委員 - 賴耀宗
委員 - 吳秀芬
關鍵字(中) 單因子隨機效應模型
非常態隨機變數
伽瑪分布
單邊容許界限
蒙地卡羅模擬方法
關鍵字(英) One-Way Random Effects Model
Non-Normal Distributions
Gamma Distribution
One-Sided Tolerance Limits
Monte Carlo Simulation
第三語言關鍵字
學科別分類
中文摘要
本文評估單因子隨機效應模型中多種容許界限在非常態隨機變數資料的表現。我們使用Mee和Owen(1983)、Vangel(1992)、Krishnamoorthy和Mathew(2004) 、Harris和Chen (2006a) 及Chen和Harris (2006b)這五篇論文所建構的七種容許界限,並利用蒙地卡羅模擬方法求得不同情況下各種容許界限的模擬涵蓋率、平均值與標準差,就模擬方法所產生的結果進行比較與總結。模擬的結果顯示,根據常態分布的性質所建構出的容許界限,應用於伽瑪分布的數據時導致大部份的情況下涵蓋率表現不如預期。如需改善則需要根據在單因子隨機效應模型下推導出適用於伽瑪分布或其它非對稱性機率分布的容許界限。
英文摘要
This paper gives the results from a computer simulation study concerning the estimated coverage rate and the average of the tolerance limits with their standard deviation for seven one-sided tolerance limits under the one-way random effects model when data are generated from non-normal distributions. These procedures are from Mee and Owen (1983), Vangel (1992), Krishnamoorthy and Mathew (2004), Harris and Chen (2006a) and Chen and Harris (2006b). The simulation results indicate that the coverage rates of all tolerance limits are mostly below the nominal confidence level of 0.95.  It suggests that the tolerance limits derived under the one-way random effects model based on the assumption of normality may not suit the non-normal distributed data.
第三語言摘要
論文目次
目錄
誌謝	i
中文摘要	ii
英文提要	iii
目錄	iv
1	緒論	1
1.1	容許區間與容許界限的定義	1
1.2	單因子隨機效應模型	2
1.3	隨機變數的設定	2
1.4	本文架構	3
2	文獻回顧	4
2.1	常用符號使用對照說明	4
2.2	七種容許界限	5
2.2.1	Mee和Owen (1983) 的方法	5
2.2.2	Vangel (1992) 的方法	6
2.2.3	Krishnamoorthy和Mathew (2004) 的方法	7
2.2.4	Chen和Harris (2006a) 的方法	9
2.2.5	Chen和Harris (2006b) 的方法	10
3	蒙地卡羅模擬研究分析	11
3.1	生成隨機變數	11
3.2	結果觀察	12
4	結論與未來研究方向	16
4.1	結論	16
4.2	未來研究	17
4.2.1	母體平均數 與 	17
4.2.2	參數的估計	18
參考文獻	21
附表	23
附錄	51
參考文獻
參考文獻
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[4]	Chen, S. Y. and Harris, B. (2006b), “Alternative Lower Tolerance Limits for the Normal Random Effects Model,” Unpublished Manuscript.
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[9]	Krishnamoorthy, K. and Mathew, T. (2008), “Normal-Based Methods for a Gamma Distribution: Prediction and Tolerance Intervals and Stress-Strength Reliability,” Technometrics, 50, 69–78.
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[20]	王志遠 (2007), “單因子隨機效應模型下的替代容許界限,” 淡江大學數學學系碩士論文.
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