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Generalized Additive Models (Chapman & Hall/CRC Monographs on Statistics & Applied Probability)

T.J. Hastie, R.J. Tibshirani




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 | #1543099 in Books |  T J Hastie |  1990-06-01 | Original language:English | PDF # 1 |  9.02 x.81 x5.98l,1.33 | File type: PDF | 352 pages

 | Generalized Additive Models

||2 of 4 people found the following review helpful.| Seminal work in modern linear models|By A Buyer|Generalized Additive Models (GAMs) represent the modern and computational extension of Generalized Linear Models (GLMs) (see McCullagh and Nelder) which allow for nonlinear effects in the predictor variables. These nonlinear effects are specified nonparametrically through estimation using a scatterplot smoother. GAMs are frequent| |"That the authors succeed in conveying their message is largely due to the extremely clear and effective organization of the text. General concepts are introduced, illustrated with relatively simple applications, and then re-examined at a more theoretical leve

This book describes an array of power tools for data analysis that are based on nonparametric regression and smoothing techniques. These methods relax the linear assumption of many standard models and allow analysts to uncover structure in the data that might otherwise have been missed. While McCullagh and Nelder's Generalized Linear Models shows how to extend the usual linear methodology to cover analysis of a range of data types, Generalized Additive Models enhances th...

You easily download any file type for your gadget.Generalized Additive Models (Chapman & Hall/CRC Monographs on Statistics & Applied Probability)   |  T.J. Hastie, R.J. Tibshirani. I was recommended this book by a dear friend of mine.

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