Multivariate Methods In Epidemiology

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Multivariate Methods in Epidemiology

Author : Theodore R. Holford
Publisher : Oxford University Press
ISBN 13 : 0199747768
Total Pages : 427 pages
Book Rating : 4.1/5 (997 download)

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Book Synopsis Multivariate Methods in Epidemiology by : Theodore R. Holford

Download or read book Multivariate Methods in Epidemiology written by Theodore R. Holford and published by Oxford University Press. This book was released on 2002-05-30 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: The basis for much of medical public health practice comes from epidemiological research. This text describes current statistical tools that are used to analyze the association between possible risk factors and the actual risk of disease. Beginning with a broad conceptual framework on the disease process, it describes commonly used techniques for analyzing proportions and disease rates. These are then extended to model fitting, and the common threads of logic that bind the two analytic strategies together are revealed. Each chapter provides a descriptive rationale for the method, a worked example using data from a published study, and an exercise that allows the reader to practice the technique. Each chapter also includes an appendix that provides further details on the theoretical underpinnings of the method. Among the topics covered are Mantel-Haenszel methods, rates, survival analysis, logistic regression, and generalized linear models. Methods for incorporating aspects of study design, such as matching, into the analysis are discussed, and guidance is given for determining the power or the sample size requirements of a study. This text will give readers a foundation in applied statistics and the concepts of model fitting to develop skills in the analysis of epidemiological data.

Multivariate Methods in Epidemiology

Author : Theodore R. Holford
Publisher :
ISBN 13 : 9780199864270
Total Pages : 408 pages
Book Rating : 4.8/5 (642 download)

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Book Synopsis Multivariate Methods in Epidemiology by : Theodore R. Holford

Download or read book Multivariate Methods in Epidemiology written by Theodore R. Holford and published by . This book was released on 2002 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: This text describes the statistical tools that are currently used to analyse epidemiologic data on the association between possible risk factors and the actual risk of disease.

Multivariate Methods in Epidemiology

Author : Theodore R. Holford
Publisher : Oxford University Press
ISBN 13 : 0195124405
Total Pages : 427 pages
Book Rating : 4.1/5 (951 download)

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Book Synopsis Multivariate Methods in Epidemiology by : Theodore R. Holford

Practical Multivariate Analysis

Author : Abdelmonem Afifi
Publisher : CRC Press
ISBN 13 : 1351788914
Total Pages : 418 pages
Book Rating : 4.3/5 (517 download)

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Book Synopsis Practical Multivariate Analysis by : Abdelmonem Afifi

Download or read book Practical Multivariate Analysis written by Abdelmonem Afifi and published by CRC Press. This book was released on 2019-10-16 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the sixth edition of a popular textbook on multivariate analysis. Well-regarded for its practical and accessible approach, with excellent examples and good guidance on computing, the book is particularly popular for teaching outside statistics, i.e. in epidemiology, social science, business, etc. The sixth edition has been updated with a new chapter on data visualization, a distinction made between exploratory and confirmatory analyses and a new section on generalized estimating equations and many new updates throughout. This new edition will enable the book to continue as one of the leading textbooks in the area, particularly for non-statisticians. Key Features: Provides a comprehensive, practical and accessible introduction to multivariate analysis. Keeps mathematical details to a minimum, so particularly geared toward a non-statistical audience. Includes lots of detailed worked examples, guidance on computing, and exercises. Updated with a new chapter on data visualization.

Statistics for Epidemiology

Author : Nicholas P. Jewell
Publisher : CRC Press
ISBN 13 : 0203496868
Total Pages : 376 pages
Book Rating : 4.2/5 (34 download)

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Book Synopsis Statistics for Epidemiology by : Nicholas P. Jewell

Download or read book Statistics for Epidemiology written by Nicholas P. Jewell and published by CRC Press. This book was released on 2003-08-26 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistical ideas have been integral to the development of epidemiology and continue to provide the tools needed to interpret epidemiological studies. Although epidemiologists do not need a highly mathematical background in statistical theory to conduct and interpret such studies, they do need more than an encyclopedia of "recipes." Statistics for Epidemiology achieves just the right balance between the two approaches, building an intuitive understanding of the methods most important to practitioners and the skills to use them effectively. It develops the techniques for analyzing simple risk factors and disease data, with step-by-step extensions that include the use of binary regression. It covers the logistic regression model in detail and contrasts it with the Cox model for time-to-incidence data. The author uses a few simple case studies to guide readers from elementary analyses to more complex regression modeling. Following these examples through several chapters makes it easy to compare the interpretations that emerge from varying approaches. Written by one of the top biostatisticians in the field, Statistics for Epidemiology stands apart in its focus on interpretation and in the depth of understanding it provides. It lays the groundwork that all public health professionals, epidemiologists, and biostatisticians need to successfully design, conduct, and analyze epidemiological studies.

Approaching Multivariate Analysis, 2nd Edition

Author : Pat Dugard
Publisher : Taylor & Francis
ISBN 13 : 1000787257
Total Pages : 440 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Approaching Multivariate Analysis, 2nd Edition by : Pat Dugard

Download or read book Approaching Multivariate Analysis, 2nd Edition written by Pat Dugard and published by Taylor & Francis. This book was released on 2022-06-30 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: This fully updated new edition not only provides an introduction to a range of advanced statistical techniques that are used in psychology, but has been expanded to include new chapters describing methods and examples of particular interest to medical researchers. It takes a very practical approach, aimed at enabling readers to begin using the methods to tackle their own problems. This book provides a non-mathematical introduction to multivariate methods, with an emphasis on helping the reader gain an intuitive understanding of what each method is for, what it does and how it does it. The first chapter briefly reviews the main concepts of univariate and bivariate methods and provides an overview of the multivariate methods that will be discussed, bringing out the relationships among them, and summarising how to recognise what types of problem each of them may be appropriate for tackling. In the remaining chapters, introductions to the methods and important conceptual points are followed by the presentation of typical applications from psychology and medicine, using examples with fabricated data. Instructions on how to do the analyses and how to make sense of the results are fully illustrated with dialogue boxes and output tables from SPSS, as well as details of how to interpret and report the output, and extracts of SPSS syntax and code from relevant SAS procedures. This book gets students started, and prepares them to approach more comprehensive treatments with confidence. This makes it an ideal text for psychology students, medical students and students or academics in any discipline that uses multivariate methods.

Multivariable Analysis

Author : Mitchell H. Katz
Publisher : Cambridge University Press
ISBN 13 : 9780521549851
Total Pages : 228 pages
Book Rating : 4.5/5 (498 download)

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Book Synopsis Multivariable Analysis by : Mitchell H. Katz

Download or read book Multivariable Analysis written by Mitchell H. Katz and published by Cambridge University Press. This book was released on 2006-02-09 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: How to perform and interpret multivariable analysis, using plain language rather than complex derivations.

Modern Methods for Epidemiology

Author : Yu-Kang Tu
Publisher : Springer Science & Business Media
ISBN 13 : 9400730241
Total Pages : 315 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Modern Methods for Epidemiology by : Yu-Kang Tu

Download or read book Modern Methods for Epidemiology written by Yu-Kang Tu and published by Springer Science & Business Media. This book was released on 2012-05-22 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: Routine applications of advanced statistical methods on real data have become possible in the last ten years because desktop computers have become much more powerful and cheaper. However, proper understanding of the challenging statistical theory behind those methods remains essential for correct application and interpretation, and rarely seen in the medical literature. Modern Methods for Epidemiology provides a concise introduction to recent development in statistical methodologies for epidemiological and biomedical researchers. Many of these methods have become indispensible tools for researchers working in epidemiology and medicine but are rarely discussed in details by standard textbooks of biostatistics or epidemiology. Contributors of this book are experienced researchers and experts in their respective fields. This textbook provides a solid starting point for those who are new to epidemiology, and for those looking for guidance in more modern statistical approaches to observational epidemiology. Epidemiological and biomedical researchers who wish to overcome the mathematical barrier of applying those methods to their research will find this book an accessible and helpful reference for self-learning and research. This book is also a good source for teaching postgraduate students in medical statistics or epidemiology.

Multivariate Statistics

Author : Bernhard Flury
Publisher : Springer
ISBN 13 : 9789401070416
Total Pages : 314 pages
Book Rating : 4.0/5 (74 download)

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Book Synopsis Multivariate Statistics by : Bernhard Flury

Download or read book Multivariate Statistics written by Bernhard Flury and published by Springer. This book was released on 2011-09-20 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the last twenty years multivariate statistical methods have become increasingly popular among scientists in various fields. The theory had already made great progress in previous decades and routine applications of multivariate methods followed with the advent of fast computers. Nowadays statistical software packages perform in seconds what used to take weeks of tedious calculations. Although this is certainly a welcome development, we find, on the other hand, that many users of statistical packages are not too sure of what they are doing, and this is especially true for multivariate statistical methods. Many researchers have heard about such techniques and feel intuitively that multivariate methods could be useful for their own work, but they haven't mastered the usual mathematical prerequisites. This book tries to fill the gap by explaining - in words and graphs - some basic concepts and selected methods of multivariate statistical analysis. Why another book? Are the existing books on applied multivariate statistics all obsolete? No, some of them are up to date and, indeed, quite good.

Applied Multivariate Statistics with R

Author : Daniel Zelterman
Publisher : Springer Nature
ISBN 13 : 3031130057
Total Pages : 469 pages
Book Rating : 4.0/5 (311 download)

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Book Synopsis Applied Multivariate Statistics with R by : Daniel Zelterman

Download or read book Applied Multivariate Statistics with R written by Daniel Zelterman and published by Springer Nature. This book was released on 2023-01-20 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now in its second edition, this book brings multivariate statistics to graduate-level practitioners, making these analytical methods accessible without lengthy mathematical derivations. Using the open source shareware program R, Dr. Zelterman demonstrates the process and outcomes for a wide array of multivariate statistical applications. Chapters cover graphical displays; linear algebra; univariate, bivariate and multivariate normal distributions; factor methods; linear regression; discrimination and classification; clustering; time series models; and additional methods. He uses practical examples from diverse disciplines, to welcome readers from a variety of academic specialties. Each chapter includes exercises, real data sets, and R implementations. The book avoids theoretical derivations beyond those needed to fully appreciate the methods. Prior experience with R is not necessary. New to this edition are chapters devoted to longitudinal studies and the clustering of large data. It is an excellent resource for students of multivariate statistics, as well as practitioners in the health and life sciences who are looking to integrate statistics into their work.

Biostatistics for Epidemiologists

Author : Anders Ahlbom
Publisher : CRC Press
ISBN 13 : 1351463667
Total Pages : 228 pages
Book Rating : 4.3/5 (514 download)

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Book Synopsis Biostatistics for Epidemiologists by : Anders Ahlbom

Download or read book Biostatistics for Epidemiologists written by Anders Ahlbom and published by CRC Press. This book was released on 2017-11-22 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: Biostatistics for Epidemiologists is a unique book that provides a collection of methods that can be used to analyze data in most epidemiological studies. It examines the theoretical background of the methods described and discusses general principles that apply to the analysis of epidemiological data. Specific topics addressed include statistical interference in epidemiological research, important methods used for analyzing epidemiological data, multivariate models, dose-response analysis, analysis of the interaction between causes of disease, meta-analysis, and computer programs. Biostatistics for Epidemiologists will be a useful guide for all epidemiologists and public health professionals who rely on biostatistical data in their work.

Statistical Approaches for Epidemiology

Author : Amal K. Mitra
Publisher : Springer Nature
ISBN 13 : 3031417844
Total Pages : 445 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Statistical Approaches for Epidemiology by : Amal K. Mitra

Download or read book Statistical Approaches for Epidemiology written by Amal K. Mitra and published by Springer Nature. This book was released on 2023-12-12 with total page 445 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook provides the basic concepts of epidemiology while preparing readers with the skills of applying statistical tools in real-life situations. Students, in general, struggle with statistical theories and their practical applications. This book makes statistical concepts easy to understand by focusing on real-life examples, case studies, and exercises. It also provides step-by-step guides for data analysis and interpretation using standard statistical software such as SPSS, SAS, R, Python, and GIS as appropriate, illustrating the concepts. Through the book's 23 chapters, readers primarily learn how to apply statistical methods in epidemiological studies and problem-solving. Among the topics covered: Clinical Trials Epidemic Investigation and Control Geospatial Applications in Epidemiology Survival Analysis and Applications Using SAS and SPSS Systematic Review and Meta-Analysis: Evidence-based Decision-Making in Public Health Missing Data Imputation: A Practical Guide Artificial Intelligence and Machine Learning Multivariate Linear Regression and Logistics Regression Analysis Using SAS Each chapter is written by eminent scientists and experts worldwide, including contributors from institutions in the United States, Canada, Bangladesh, India, Hong Kong, Malaysia, and the Middle East. Statistical Approaches for Epidemiology: From Concept to Application is an all-in-one book that serves as an essential text for graduate students, faculty, instructors, and researchers in public health and other branches of health sciences, as well as a useful resource for health researchers in industry, public health and health department professionals, health practitioners, and health research organizations and non-governmental organizations. The book also will be helpful for graduate students and faculty in related disciplines such as data science, nursing, social work, environmental health, occupational health, computer science, statistics, and biology.

Statistics in Epidemiology

Author : Hardeo Sahai
Publisher : CRC Press
ISBN 13 : 9780849394447
Total Pages : 350 pages
Book Rating : 4.3/5 (944 download)

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Book Synopsis Statistics in Epidemiology by : Hardeo Sahai

Download or read book Statistics in Epidemiology written by Hardeo Sahai and published by CRC Press. This book was released on 1995-12-21 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: Epidemiologic studies provide research strategies for investigating public health and scientific questions relating to the factors that cause and prevent ailments in human populations. Statistics in Epidemiology: Methods, Techniques and Applications presents a comprehensive review of the wide range of principles, methods and techniques underlying prospective, retrospective and cross-sectional approaches to epidemiologic studies. Written for epidemiologists and other researchers without extensive backgrounds in statistics, this new book provides a clear and concise description of the statistical tools used in epidemiology. Emphasis is given to the application of these statistical tools, and examples are provided to illustrate direct methods for applying common statistical techniques in order to obtain solutions to problems. Statistics in Epidemiology: Methods, Techniques and Applications goes beyond the elementary material found in basic epidemiology and biostatistics books and provides a detailed account of techniques:

Epidemiology and Medical Statistics

Author :
Publisher : Elsevier
ISBN 13 : 0080554210
Total Pages : 871 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Epidemiology and Medical Statistics by :

Download or read book Epidemiology and Medical Statistics written by and published by Elsevier. This book was released on 2007-11-21 with total page 871 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume, representing a compilation of authoritative reviews on a multitude of uses of statistics in epidemiology and medical statistics written by internationally renowned experts, is addressed to statisticians working in biomedical and epidemiological fields who use statistical and quantitative methods in their work. While the use of statistics in these fields has a long and rich history, explosive growth of science in general and clinical and epidemiological sciences in particular have gone through a see of change, spawning the development of new methods and innovative adaptations of standard methods. Since the literature is highly scattered, the Editors have undertaken this humble exercise to document a representative collection of topics of broad interest to diverse users. The volume spans a cross section of standard topics oriented toward users in the current evolving field, as well as special topics in much need which have more recent origins. This volume was prepared especially keeping the applied statisticians in mind, emphasizing applications-oriented methods and techniques, including references to appropriate software when relevant. · Contributors are internationally renowned experts in their respective areas· Addresses emerging statistical challenges in epidemiological, biomedical, and pharmaceutical research· Methods for assessing Biomarkers, analysis of competing risks· Clinical trials including sequential and group sequential, crossover designs, cluster randomized, and adaptive designs· Structural equations modelling and longitudinal data analysis

Statistical Methods in Genetic Epidemiology

Author : Duncan C. Thomas
Publisher : Oxford University Press
ISBN 13 : 0199748055
Total Pages : 458 pages
Book Rating : 4.1/5 (997 download)

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Book Synopsis Statistical Methods in Genetic Epidemiology by : Duncan C. Thomas

Download or read book Statistical Methods in Genetic Epidemiology written by Duncan C. Thomas and published by Oxford University Press. This book was released on 2004-01-29 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: This well-organized and clearly written text has a unique focus on methods of identifying the joint effects of genes and environment on disease patterns. It follows the natural sequence of research, taking readers through the study designs and statistical analysis techniques for determining whether a trait runs in families, testing hypotheses about whether a familial tendency is due to genetic or environmental factors or both, estimating the parameters of a genetic model, localizing and ultimately isolating the responsible genes, and finally characterizing their effects in the population. Examples from the literature on the genetic epidemiology of breast and colorectal cancer, among other diseases, illustrate this process. Although the book is oriented primarily towards graduate students in epidemiology, biostatistics and human genetics, it will also serve as a comprehensive reference work for researchers. Introductory chapters on molecular biology, Mendelian genetics, epidemiology, statistics, and population genetics will help make the book accessible to those coming from one of these fields without a background in the others. It strikes a good balance between epidemiologic study designs and statistical methods of data analysis.

Modern Epidemiology

Author : Kenneth J. Rothman
Publisher : Little, Brown Medical Division
ISBN 13 :
Total Pages : 386 pages
Book Rating : 4.4/5 (91 download)

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Book Synopsis Modern Epidemiology by : Kenneth J. Rothman

Download or read book Modern Epidemiology written by Kenneth J. Rothman and published by Little, Brown Medical Division. This book was released on 1986 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first half of the book deals with fundamental epidemiologic concepts and the principles of study design. The goals of epidemiologic research are presented in the contexts of scientific philosophy and a general model of causation, followed by an elaboration of the basic measures in epidemiology. Study designs along with the strategies to enhance validity and precision are discussed in the light of cost considerations and overall scientific objectives. The second half of the book, on data analysis, will be of immeasurable use as a teaching tool for students and as a teaching tool for students and as a reference work for researchers. The primary methods for crude, stratified and matched analysis are laid out in detail. The fresh approach to the advanced topics of multivariate analysis, the study of interactions, and the evaluation of dose-response trends uncovers many fallacies and misconceptions.

An Introduction to Applied Multivariate Analysis with R

Author : Brian Everitt
Publisher : Springer Science & Business Media
ISBN 13 : 1441996508
Total Pages : 284 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis An Introduction to Applied Multivariate Analysis with R by : Brian Everitt

Download or read book An Introduction to Applied Multivariate Analysis with R written by Brian Everitt and published by Springer Science & Business Media. This book was released on 2011-04-23 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: The majority of data sets collected by researchers in all disciplines are multivariate, meaning that several measurements, observations, or recordings are taken on each of the units in the data set. These units might be human subjects, archaeological artifacts, countries, or a vast variety of other things. In a few cases, it may be sensible to isolate each variable and study it separately, but in most instances all the variables need to be examined simultaneously in order to fully grasp the structure and key features of the data. For this purpose, one or another method of multivariate analysis might be helpful, and it is with such methods that this book is largely concerned. Multivariate analysis includes methods both for describing and exploring such data and for making formal inferences about them. The aim of all the techniques is, in general sense, to display or extract the signal in the data in the presence of noise and to find out what the data show us in the midst of their apparent chaos. An Introduction to Applied Multivariate Analysis with R explores the correct application of these methods so as to extract as much information as possible from the data at hand, particularly as some type of graphical representation, via the R software. Throughout the book, the authors give many examples of R code used to apply the multivariate techniques to multivariate data.