{"product_id":"linear-statistical-models-9780471571506","title":"Linear Statistical Models","description":"\u003cp\u003eLinear Statistical Models  Developed and refined over a period of twenty years  the material in this book offers an especially lucid presentation of linear statistical models. These models lead to what is usually called \"multiple regression\" or \"analysis of variance\" methodology  which  in turn  opens up a wide range of applications to the physical  biological  and social sciences  as well as to business  agriculture  and engineering. Unlike similar books on this topic  Linear Statistical Models emphasizes the geometry of vector spaces because of the intuitive insights this approach brings to an understanding of the theory. While the focus is on theory  examples of applications  using the SAS and S-Plus packages  are included. Prerequisites include some familiarity with linear algebra  and probability and statistics at the postcalculus level.  Major topics covered include:  Methods of study of random vectors  including the multivariate normal  chi-square  t and F distributions  central and noncentral  The linear model and the basic theory of regression analysis and the analysis of variance  Multiple regression methods  including transformations  analysis of residuals  and asymptotic theory for regression analysis. Separate sections are devoted to robust methods and to the bootstrap.  Simultaneous confidence intervals: Bonferroni  Scheffe  Tukey  and Bechhofer  Analysis of variance  with two- and three-way analysis of variance  Random component models  nested designs  and balanced incomplete block designs  Analysis of frequency data through log-linear models  with emphasis on vector space viewpoint. This chapter alone is sufficient for a course on the analysis of frequency data.\u003c\/p\u003e","brand":"My Store","offers":[{"title":"Default Title","offer_id":67923840073781,"sku":"ByrdShop_0471571504","price":247.9,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0627\/8139\/0901\/files\/9780471571506.jpg?v=1794116877","url":"https:\/\/atxbooks.com\/products\/linear-statistical-models-9780471571506","provider":"ATX Books","version":"1.0","type":"link"}