Analyzing Medical Data Using S-PLUS
191,59 €*
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ISBN-13:
9781441931764
Veröffentl:
2010
Einband:
Paperback
Erscheinungsdatum:
06.12.2010
Seiten:
500
Autor:
Sophia Rabe-Hesketh
Gewicht:
750 g
Format:
235x155x27 mm
Serie:
Statistics for Biology and Health
Sprache:
Englisch
Beschreibung:
Each chapter will consist of basic statistical theory, simple examples of S-PLUS code, more complex examples of S-PLUS code, and exercises. All data sets will be taken from genuine medical investigations and will be made available, if possible, on a web site. All examples will contain extensive graphical analysis to highlight one of the prime features of S-PLUS. The book would complement Venables and Ripley (VR). However, there is far less about the details of S-PLUS and probably less technical descriptions of techniques. The book concentrates solely on medical data sets trying to demonstrate the flexibility of S-PLUS and its huge advantages, particularly for applied medical statisticians.
An Introduction to S-PLUS * Describing Data * Basic Inference * Scatterplots, Simple Regression and Smoothing * Analysis of Variance and Covariance * The Analysis of Longitudinal Data * More Graphics * Multiple Linear Regression * Generalized Linear Models I: Logistic Regression * Generalized Linear Models II: Poisson Regression * Linear Mixed Models I * Linear Mixed Models II * Generalized Additive Models * Nonlinear models * Regression Trees · Survival Analysis I · Survival Analysis II: Cox's Regression * Principal Components and Factor Analysis * Cluster Analysis * Discriminant Function Analysis * The S-PLUS GUI
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