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Analyzing Medical Data Using S-PLUS
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Catalogue Information
Field name
Details
Dewey Class
004
Title
Analyzing Medical Data Using S-PLUS ([EBook]) / by Brian Everitt, Sophia Rabe-Hesketh.
Author
Everitt, Brian Sidney. , 1944-
Added Personal Name
Rabe-Hesketh, Sophia
Other name(s)
SpringerLink (Online service)
Publication
New York, NY : Springer , 2001.
Physical Details
XII, 486 p. : online resource.
Series
Statistics for Biology and Health
1431-8776
ISBN
9781475732856
Summary Note
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.:
Contents note
Prologue -- 1 An Introduction to S-PLUS -- 2 Describing Data -- 3 Basic Inference -- 4 Scatterplots, Simple Regression and Smoothing -- 5 Analysis of Variance and Covariance -- 6 The Analysis of Longitudinal Data -- 7 More Graphics -- 8 Multiple Linear Regression -- 9 Generalized Linear Models I: Logistic Regression -- 10 Generalised linear models II: Poisson regression -- 11 Linear Mixed Models I -- 12 Linear Mixed Models II -- 13 Generalized Additive Models -- 14 Nonlinear models -- 15 Regression Trees -- 16 Survival Analysis I -- 17 Survival Analysis II: Cox’s Regression -- 18 Principal Components and Factor Analysis -- 19 Cluster Analysis -- 20 Discriminant Function Analysis -- A The S-Plus Gui -- A.1 Introduction -- A.2 Statistical analysis using dialogue boxes -- A.3 Graphics using the GUI -- B Answers to selected exercises -- References.
System details note
Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users)
Internet Site
http://dx.doi.org/10.1007/978-1-4757-3285-6
Links to Related Works
Subject References:
Application software
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Biomathematics
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Computer Applications
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Computer Science
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Physiological, Cellular and Medical Topics
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Statistics
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Statistics and Computing/Statistics Programs
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Statistics for Life Sciences, Medicine, Health Sciences
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Authors:
author
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Everitt, Brian Sidney. 1944-
.
Everitt, Brian Sidney, 1944-
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Rabe-Hesketh, Sophia
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Corporate Authors:
SpringerLink (Online service)
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Series:
Statistics for Biology and Health
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Classification:
004
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