{"product_id":"multivariate-statistics-old-school-mathematical-and-methodological-introduction-to-multivariate-statistical-analytics-including-linear-model-paperback","title":"Multivariate Statistics: Old School: Mathematical and methodological introduction to multivariate statistical analytics, including linear model - Paperback","description":"\u003cp\u003eby \u003cb\u003eJohn I. Marden\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003ci\u003eMultivariate Statistics: Old School\u003c\/i\u003e is a mathematical and methodological introduction to multivariate statistical analysis. It presents the basic mathematical grounding that graduate statistics students need for future research, and important multivariate techniques useful to statisticians in general. The material provides support for further study in big data and machine learning. \u003c\/p\u003e\u003cp\u003e Topics include \u003c\/p\u003e\u003cul\u003e \u003cli\u003e The multivariate normal and Wishart distributions \u003c\/li\u003e\n\u003cli\u003e Linear models, including multivariate regression and analysis of variance, and both-sides models (GMANOVA, repeated measures, growth curves) \u003c\/li\u003e\n\u003cli\u003e Linear algebra useful for multivariate statistics \u003c\/li\u003e\n\u003cli\u003e Covariance structures, including principal components, factor analysis, independence and conditional independence, and symmetry models \u003c\/li\u003e\n\u003cli\u003e Classification (linear and quadratic discrimination, trees, logistic regression) \u003c\/li\u003e\n\u003cli\u003e Clustering (K-means, model-based, hierarchical) \u003c\/li\u003e\n\u003cli\u003e Other techniques, including biplots, canonical correlations, and multidimensional scaling \u003c\/li\u003e\n\u003c\/ul\u003e Most of the analyses in the book use the statistical computing environment R, for which there is an available package (msos) of multivariate routines and data sets. \u003cp\u003e This text was developed over many years by the author, John Marden, while teaching in the Department of Statistics, University of Illinois at Urbana-Champaign.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 360\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.75 x 9.02 x 5.98 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e September 14, 2015\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":42169025986695,"sku":"9781456538835","price":40.43,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0601\/2623\/2711\/files\/73be21b8b670171f71fb5e0acfc42832.webp?v=1733338540","url":"https:\/\/booksby.splitshops.com\/products\/multivariate-statistics-old-school-mathematical-and-methodological-introduction-to-multivariate-statistical-analytics-including-linear-model-paperback","provider":"Books by splitShops","version":"1.0","type":"link"}