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  1. NTU Theses and Dissertations Repository
  2. 生物資源暨農學院
  3. 農藝學系
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/53524
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dc.contributor.advisor劉力瑜(Li-yu Daisy Liu)
dc.contributor.authorChia-Hsing Linen
dc.contributor.author林嘉興zh_TW
dc.date.accessioned2021-06-16T02:25:22Z-
dc.date.available2020-08-07
dc.date.copyright2015-08-07
dc.date.issued2015
dc.date.submitted2015-08-06
dc.identifier.citationCorder, G.W., and Foreman, D.I. (2009). Nonparametric Statistics: An Introduction. In Nonparametric Statistics for Non-Statisticians, (John Wiley & Sons, Inc.), pp. 1–11.
Eberhart, S.A., and Russell, W.A. (1966). Stability Parameters for Comparing Varieties1. Crop Sci. 6, 36.
Finlay, K., and Wilkinson, G. (1963). The analysis of adaptation in a plant-breeding programme. Aust. J. Agric. Res. 14, 742–754.
Freedman, D.A. (2009). Statistical Models: Theory and Practice (Cambridge University Press).
Hühn, M., and Nassar, R. (1989). On Tests of significance for Nonparametric Measures of Phenotypic Stability. Biometrics 45, 997–1000.
Hwu, K.-K., and Liu, L.D. (2013). Stability analysis using multiple environment trials data by linear regression. Crop Environ. Bioinforma. 10:131–142.
Kang, M.S. (1993). Simultaneous Selection for Yield and Stability in Crop Performance Trials: Consequences for Growers. Agron. J. 85, 754.
Lin, C.S., and Binns, M.R. (1988). A superiority measure of cultivar performance for cultivar × location data. Can. J. Plant Sci. 68, 193–198.
Lin, C.S., and Binns, M.R. (1991). Assessment of a method for cultivar selection based on regional trial data. Theor. Appl. Genet. 82, 379–388.
Nassar, R., and Hühn, M. (1987). Studies on Estimation of Phenotypic Stability: Tests of Significance for Nonparametric Measures of Phenotypic Stability. Biometrics 43, 45–53.
Robert, N. (2002). Comparison of stability statistics for yield and quality traits in bread wheat. Euphytica 128, 333–341.
Shukla, G.K. (1972). Some statistical aspects of partitioning genotype-environmental components of variability. Heredity 29, 237–245.
Wassmann, R., Jagadish, S.V.K., Heuer, S., Ismail, A., Redona, E., Serraj, R., Singh, R.K., Howell, G., Pathak, H., and Sumfleth, K. (2009). Chapter 2 Climate Change Affecting Rice Production: The Physiological and Agronomic Basis for Possible Adaptation Strategies. In Advances in Agronomy, D.L. Sparks, ed. (Academic Press), pp. 59–122.
Wilcoxon, F. (1945). Individual Comparisons by Ranking Methods. Biom. Bull. 1, 80–83.
沈明來 (2001). 生物統計學入門 第四版 (臺北: 九州圖書文物有限公司).
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/53524-
dc.description.abstract目前常用於區域試驗資料的穩定性分析方法,依照統計概念分為有母數分析方法 (例如聯合回歸分析)、無母數分析方法 (例如Nassar’s method等),以及採取與對照組比較的分析方法 (例如優勢分析)。由於不同分析方法的使用時機與統計概念不同,容易在選用上出現疑慮,或在分析結果上產生判讀的困難,因此本研究選用不同類型的五種穩定性分析方法,包含Finlay and Wilkinson regression analysis、Nassr’s method、Kang’s method、Wilcoxon signed rank test、Superiority analysis,運用三筆臺灣水稻區域試驗的產量資料,進行實際的穩定性分析運算,發現不同方法在同樣資料的情況下,會產生不同結論而產生判讀的困難,因此後續再搭配置回抽樣的使用,取得不同的環境組合後再利用穩定性分析,發現置回抽樣後,原先結果互有差異的穩定性分析方法產生趨同的結論。本研究最後也將針對不同的穩定性分析方法進行討論,並對於現行的區域試驗產量資料分析提出建議,期望能協助未來水稻育種在區域試驗上有正確的分析判讀,而能選拔出高產、高品質的新品種。zh_TW
dc.description.abstractThe stability analysis method which were adopted frequently divided into parametric statistics, such as the joint regression analysis; nonparametric statistics, such as the Nassar’s method, and the method needs to take comparison with the check, such as the superiority analysis. According to the different statistical principle and timing of usage, breeders will confused by the choice of analysis methods or feel difficult to identify the result correctly. Thus, this study find five stability analysis method from different statistical principles, involve Finlay and Wilkinson regression analysis, Nassr’s method, Kang’s method, Wilcoxon signed rank test, and superiority analysis; use three datasets of multiple environments trial practiced in Taiwan to identify the stability properties of the potential lines. We found that the results from different methods truly lead to different conclusion and generate the confusion. As a result, we get one thousand bootstrap samples from the environments combination to make a larger scale of datasets, then do the same analysis by five analysis methods. The result of stability analysis with bootstrap become similar, and have an easier-identified conclusion. Finally, this study discuss about the stability analysis as well and submit the suggestion of data analysis by currently multiple environments trial, expect can help the rice breeder to get the correct conclusion to improve the yield and quality of rice.en
dc.description.provenanceMade available in DSpace on 2021-06-16T02:25:22Z (GMT). No. of bitstreams: 1
ntu-104-R02621202-1.pdf: 1543745 bytes, checksum: 9fa8cfda95971407e55a6b2d2dcab9cd (MD5)
Previous issue date: 2015
en
dc.description.tableofcontents目錄
中文摘要 i
英文摘要 ii
目錄 iii
圖目錄 v
表目錄 vi
第一章、序言 1
第二章、材料與方法 4
2.1 水稻區域試驗產量資料 4
2.2 綜合變方析 6
2.3 穩定性分析方法 6
2.3.1 有母數穩定性分析 6
2.3.2 無母數穩定性分析 7
2.3.3 與對照品種比較的無母數統計法 11
2.4 置回抽樣 13
第三章、結果與討論 14
3.1 敘述統計與綜合變方分析 14
3.2 穩定性分析 17
3.2.1 Finlay and Wilkinson regression analysis 17
3.2.2 Nassar’s method 20
3.2.3 Kang’s method 21
3.2.4 Wilcoxon signed rank test 22
3.2.5 Superiority analysis 23
3.2.6 穩定性分析方法比較結論 25
3.3 置回抽樣與穩定性分析 31
3.3.1 置回抽樣結合Finlay and Wilkinson regression analysis 31
3.3.2 置回抽樣結合Nassar’s method 33
3.3.3 置回抽樣結合Kang’s method 35
3.3.4 置回抽樣結合Wilcoxon signed rank test 37
3.3.5 置回抽樣結合Superiority analysis 39
3.3.6 置回抽樣結合穩定性分析結論 41
第四章、結論 43
參考文獻 45
附錄 47
dc.language.isozh-TW
dc.subject置回抽樣zh_TW
dc.subject水稻zh_TW
dc.subject區域試驗zh_TW
dc.subject穩定性分析zh_TW
dc.subjectriceen
dc.subjectmultiple environments trialen
dc.subjectstability analysisen
dc.subjectbootstrap methoden
dc.title置回抽樣與水稻產量穩定性zh_TW
dc.titleBootstrap Method and Grain Yield Stability of Riceen
dc.typeThesis
dc.date.schoolyear103-2
dc.description.degree碩士
dc.contributor.oralexamcommittee胡凱康(Kai-Kang Hu),歐尚靈(Shang-Ling Ou),歐益昌(Yi-Chang Ou)
dc.subject.keyword區域試驗,穩定性分析,置回抽樣,水稻,zh_TW
dc.subject.keywordmultiple environments trial,stability analysis,bootstrap method,rice,en
dc.relation.page49
dc.rights.note有償授權
dc.date.accepted2015-08-06
dc.contributor.author-college生物資源暨農學院zh_TW
dc.contributor.author-dept農藝學研究所zh_TW
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