Multivariable Analysis: An Introduction

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Yale University Press, 1996 - 613 páginas
For physicians, nurses, and all others who confront increasingly complex statistical methods in research, Dr. Alvan R. Feinstein offers welcome help. He has written a highly readable explanation of the uses and significance of multivariable analysis in medical and life science research.
A physician with wide experience in both clinical work and research, Dr. Feinstein succeeds in demystifying arcane vocabulary and unfamiliar mathematics. His book is a roadmap taking the reader from the basics of univariate and bivariate statistics, through methods of converting information into data coded for computers, and on to multivariable statistics. Dr. Feinstein focuses on four methods common in the medical literature: multiple linear regression, multiple logistic regression, discriminant function analysis, and Cox regression. He also discusses such new methods as recursive partitioning and conjunctive consolidation. Clarifying examples and illustrations abound, and an accompanying floppy disk helps to facilitate learning.
 

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Contenido

Preparing for Multivariable Analysis
83
Basic Strategies of Targeted Algebraic Methods
205
Multivariable explorations and reductions
227
Evaluations and illustrations of multiple linear regression
264
Regression for Nondimensional Targets
295
Evaluations and illustrations of logistic regression
331
Proportional hazards analysis Cox regression
370
Evaluations and illustrations of Cox regression
398
Discriminant function analysis
431
Illustrations of discriminant function analysis
458
Partv TargetedCluster Methods
475
Multicategorical stratification
507
Recursive partitioning
529
Additional discussion and conclusions
559
Derechos de autor

Términos y frases comunes

Pasajes populares

Página 592 - MB et al.: The American College of Rheumatology, 1990 Criteria for the Classification of Fibromyalgia. Report of the Multicenter Criteria Committee.
Página 589 - Gail MH, Brinton LA, Byar DP, et aL Projecting individualized probabilities of developing breast cancer for white females who are being examined annually.
Página 592 - L. Stratification of morbidity and mortality outcome by preoperative risk factors in coronary artery bypass patients: a clinical severity score.

Referencias a este libro

Acerca del autor (1996)

Alvan R. Feinstein, M.D. is Sterling Professor of Medicine and Epidemiology at Yale University School of Medicine.

Información bibliográfica