ゼミについて

ゼミについて
山本ゼミでは、数理統計、多変量解析、データ解析、統計教育などに関する研究をしています。
4年生の学部ゼミの輪読のテキストは

2024年度B. Everitt, T. Hothorn, “An Introduction to Applied Multivariate Analysis with R”
https://www.webpages.uidaho.edu/~stevel/519/An%20Intro%20to%20Applied%20Multi%20Stat%20with%20R%20by%20Everitt%20et%20al.pdf
2023年度M. Kuhn and K. Johnson, “Feature Engineering and Selection: A Practical Approach for Predictive Models”(http://www.feat.engineering/)
2022年度G. James, D. Witten, T. Hastie, R. Tibshirani, “An Introduction to Statistical Learning with Applications in R”(2nd ed.)
2021年度Brett Lantz, “Machine Learning with R, 3rd ed.”, PACKT publishing
2020年度Tony Fischetti, “Data Analysis with R, 2nd ed.”, PACKT publishing
2019年度Rui Miguel Forte, “Mastering Predictive Analytics with R”, PACKT publishing
2018年度Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani, “An Introduction to Statistical Learning: with Applications in R”, Springer, 2013
2017年度Max Kuhn and Kjell Ohnson, “Applied Predictive Modeling”, Springer, 2013
2016年度D.Nolan, D.T.Lang, &quat; “Case Studies in Data Science with R”, 2015, Chapman and Hall/CRC
2015年度M. Aitkin, B. Francis, J.Hinde, R.Darnell, &quat; “Statistical Modelling in R”, 2009, Oxford Statistical Science Serie
2014年度Andy Field, Jeremy Miles, and Zoae Field, &quat; “Discovering Statistics using R”, 2012, SAGE Publication Ltd
2013年度Gerda Claeskens & Nils Lid Hjort, “Model Selection and Model Averaging”, Cambridge University Press
2012年度Alan J. Izenman, “Modern Multivariate Statistical Techniquess: Regression, Classification, and Manifold Learning”, Springer
2011年度Murray A., Brian F., John H. and Ross D., “Statistical Modelling in R” Oxford
2010年度Andrew G. and Jennifer H. ” Data Analysis Using Regression and Multilevel/Hierarchical Model ” Oxford
2009年度Yosef C. and Jeremiah Y.C. ” Statistics and Data with R ” Wiley
2008年度Michael J. Crawley (2007), ” The R Book ” Wiley
2007年度J. Maindonald and J. Braun (2003), ” Data Analysis and Graphics Using R ” Cambridge University Press
Edward R. Tufte (2001), “The Visual Display of Quantitative Information, 2nd ed.”, Graphics Press (3年秋のゼミ準備として)
2006年度Heiberger and Holland (2004), “Statistical Analysis and Data Display: An Intermediate Course with Examples in S-PLUS, R, and SAS”.
2005年度John F. Monahan (2001), “Numerical Methods of Statistics”, Cambridge University Press
S. K. Kachigan (1991), “Multivariate Statistical Analysis” Radius Press
2004年度W. Haerdle, L. Simaｒ, “Applied Multivariate Statistical Analysis”
A. Azzalini, “Statistical Inference Based on the Likelihood”