[公告] 統計書單徵求置底

看板Statistics作者celestialgod (天)時間8年前 (2015/08/28 19:01)推噓9(9推 0噓 8→)

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我利用google搜尋板上文章還有自身修讀的經驗(很多是成大統計老師用書或建議書目) 先預編了一下，還請板友幫忙補充另外，如果很多本，不想推文的話，歡迎寄私信目前徵求類別如下： 1. 統計學 a. Statistics for Business and Economics / McClave / Pearson b. 統計學 / 陳順宇、鄭碧娥 / 華泰文化 ( https://goo.gl/HfAapW ) c. Introduction to the practice of statistics / David S. Moore, George P. Mccabe / W.H. Freeman and Company, Inc 2. 數理統計學(高等統計學)(大學難度) a. Introduction to Mathematical Statistics / Robert V. Hogg , Allen Craig, Joseph W. McKean / Pearson b. Mathematical Statistics with Applications / Dennis Wackerly, William Mendenhall, Richard L. Scheaffer / Thomson Brooks c. Statistical Inference / George Casella, Roger L. Berger / Duxbury Press d. 數理統計 / 黃文璋 / 華泰 e. Introduction to the Theory of Statistics / Alexander M. Mood, Franklin A. Graybill, Duane C. Boes / McGraw Hill 3. 數理統計學、統計推論(碩班以上難度) a. Mathematical Statistics / Peter J. Bickel, Kjell A. Doksum / Pearson b. Elements of Large-Sample Theory / E.L. Lehmann / Springer c. Mathematical Statistics / Jun Shao / Springer (推薦考研究所讀) d. Testing Statistical Hypotheses / Erich L. Lehmann, Joseph P. Romano / Springer e. Theory of Point Estimation / Erich L. Lehmann, George Casella / Springer 4. 機率論(碩班以下難度) a. A First Course in Probability / Sheldon M. Ross / Academic Press b. Introduction to Probability / Douglas G. Kelly / Pearson c. Basic Probability Theory / Robert B. Ash / Academic Press (已免費公開，http://www.math.uiuc.edu/~r-ash/BPT.html ) d. Counterexamples in Probability / Jordan M. Stoyano / Dover Publications (提供不少有趣的反例，可以當作課外讀物!?) 5. 高等機率論(博士班以上難度) a. A Course in Probability Theory / Kai Lai Chung / Academic Press b. Probability And Measure / Patrick Billingsley / Wiley c. Measure Theory Probability Theory / Krishna B. Athreya, Soumendra N. Lahiri / springer 6. (廣義)線性模型 (目前先合併，之後再視情況拆開) a. Linear Models / S. R. Searle / Wiley (碩班難度) b. Generalized Linear Models / McCullagh and Nelder / Chapman & Hall (碩班難度) c. Introduction to econometrics / James H. Stock/Mark W. Watston / wiley (偏重使用跟分析) d. A primer on linear models / John F. Monahan / Chapman and Hall (碩班難度) e. Linear Statistical Inference and its Applications / C. Radhakrishna Rao / Wiley (碩班難度) f. Linear Mixed Models for Longitudinal Data / Geert Verbeke and Geert Molenberghs / Springer g. A First Course in Linear Model Theory / Nalini Ravishanker, Dipak K. Dey / Chapman and Hall 7. 無母數統計 a. All of Nonparametric Statistics / Larry Wasserman / Springer b. Nonparametric Statistical Methods / Myles Hollander, Douglas A. Wolfe, Eric Chicken / Wiley c. 實用無母數統計方法 / 顏月珠 / 三民 8. 實驗設計 a. Design and Analysis of Experiments / Douglas C. Montgomery / Wiley b. Designing Experiments and Analyzing Data / Scott E. Maxwell, Harold D. Delaney / Routledge c. Experiments: Planning, Analysis, and Optimization / C. F. Jeff Wu, Michael S. Hamada / Wiley 9. 多變量分析 a. Applied Multivariate Statistical Analysis / Richard A. Johnson, Dean W. Wichern / Pearson (這本可能比較適合碩班) b. 多變量分析方法：統計軟體應用 / 陳正昌、程炳林、陳新豐、劉子鍵 / 五南 10. 隨機過程 a. Introduction to Probability Models / Sheldon M. Ross / Academic Press b. Stochastic Processes / Sheldon M. Ross / Academic Press c. A First Course in Stochastic Processes / Samuel Karlin, Howard M. Taylor / Academic Press 11. 存活分析/可靠度分析 a. Statistical Methods for Reliability Data / Meeker, Escobar / Wiley b. Survival Analysis: Techniques for Censored and Truncated Data / John P. Klein, Melvin L. Moeschberger / Springer c. Survival Analysis / Rupert G. Miller Jr. / Wiley d. The Statistical Analysis of Failure Time Data / John D. Kalbfleisch, Ross L. Prentice / Wiley e. Statistical Models and Methods for Lifetime Data / Jerald F. Lawless / Wiley 12. functional data a. Functional Data Analysis / James Ramsay, B. W. Silverman / springer 13. 抽樣調查 a. Elementary Survey Sampling / Richard L. Scheaffer, William Mendenhall III, R. Lyman Ott, Kenneth G. Gerow / Cengage Learning b. Sampling / Steven K. Thompson / Wiley 14. 時間序列分析 a. Analysis of Financial Time Series / Ruey S. Tsay / Wiley b. Time Series Analysis and Its Applications: With R Examples / Robert H. Shumway, David S. Stoffer / springer c. Time Series: Theory and Methods / Peter J. Brockwell, Richard A. Davis / springer 15. 類別資料分析 a. An Introduction to Categorical Data Analysis / Alan Agresti / Wiley b. Categorical Data Analysis / Alan Agresti / Wiley (碩班難度) 16. 貝氏統計 a. Statistical Decision Theory and Bayesian Analysis / James O. Berger / Springer 17. 經驗貝氏統計 (empirical Bayes) a. Large-Scale Inference: Empirical Bayes Methods for Estimation, Testing, and Prediction / Bradley Efron / Cambridge University Press b. Bayes and Empirical Bayes Methods for Data Analysis / Bradley P. Carlin, Thomas A. Louis / Chapman and Hall / CRC c. An Introduction to Empirical Bayes Data Analysis / George Casella / American Statistical Association (這是一篇導讀的review，想要了解empirical Bayes可以從這個開始) 17. 臨床試驗 18. 其他 a. 統計模擬：Simulation / Sheldon M. Ross / Academic Press b. 資料採礦：The Elements of Statistical Learning / Trevor Hastie, Robert Tibshirani, Jerome Friedman / springer (已免費公開 http://statweb.stanford.edu/~tibs/ElemStatLearn/ ) (Robert Tibshirani就是那個提出lasso的教授) c. 電腦試驗：The Design and Analysis of Computer Experiments / Thomas J. Santner, Brian J. Williams, William I. Notz / springer 19. 線上課程 a. 交大統計學 https://goo.gl/ThQzwk https://goo.gl/NhPkzA b. 交大高等統計學 https://goo.gl/aY3H24 https://goo.gl/GkmFQn c. 交大回歸分析 https://goo.gl/7mSvdM d. 交大多變量分析 https://goo.gl/HRhs9f e. 台大統計學 https://goo.gl/utmQbN f. 清大統計學 https://goo.gl/gVBNJ7 其他開放式課程可以上台灣開放式課程聯盟查詢： http://www.tocwc.org.tw/cgi-bin/gs32/gsweb.cgi/ccd=HKTEYt/main?db=webmge 如果有需要幫忙納入類別的，麻煩推文告知推文範例：推 celstialgod: 1. statistics for business and economics 推 celstialgod: / McClave / pearson 可以的話，麻煩一併附上作者，方便板友找尋該書，出版社有更好另外，也歡迎加註，像是 3-b, 3-d, 3-e 都是天書 -- ※ 發信站: 批踢踢實業坊(ptt.cc), 來自: 111.248.8.209 ※ 文章網址: https://www.ptt.cc/bbs/Statistics/M.1440759709.A.392.html

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