Multivariate Methods In Epidemiology

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Multivariate Methods in Epidemiology

Theodore R. Holford
Multivariate Methods in Epidemiology Book PDF

Author : Theodore R. Holford
Publisher : Oxford University Press
Page : 427 pages
File Size : 50,9 Mb
Release : 2002-05-30
Category : Medical
ISBN : 9780199747764

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Multivariate Methods in Epidemiology by Theodore R. Holford Pdf

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.

Approaching Multivariate Analysis, 2nd Edition

Pat Dugard,John Todman,Harry Staines
Approaching Multivariate Analysis 2nd Edition Book PDF

Author : Pat Dugard,John Todman,Harry Staines
Publisher : Taylor & Francis
Page : 440 pages
File Size : 47,9 Mb
Release : 2022-06-30
Category : Psychology
ISBN : 9781000787252

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Approaching Multivariate Analysis, 2nd Edition by Pat Dugard,John Todman,Harry Staines Pdf

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.

Practical Multivariate Analysis

Abdelmonem Afifi,Susanne May,Robin Donatello,Virginia A. Clark
Practical Multivariate Analysis Book PDF

Author : Abdelmonem Afifi,Susanne May,Robin Donatello,Virginia A. Clark
Publisher : CRC Press
Page : 528 pages
File Size : 44,9 Mb
Release : 2019-10-16
Category : Mathematics
ISBN : 9781351788908

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Practical Multivariate Analysis by Abdelmonem Afifi,Susanne May,Robin Donatello,Virginia A. Clark Pdf

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.

Modern Methods for Epidemiology

Yu-Kang Tu,Darren C. Greenwood
Modern Methods for Epidemiology Book PDF

Author : Yu-Kang Tu,Darren C. Greenwood
Publisher : Springer Science & Business Media
Page : 315 pages
File Size : 41,5 Mb
Release : 2012-05-22
Category : Medical
ISBN : 9789400730243

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Modern Methods for Epidemiology by Yu-Kang Tu,Darren C. Greenwood Pdf

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.

Statistical Approaches for Epidemiology

Amal K. Mitra
Statistical Approaches for Epidemiology Book PDF

Author : Amal K. Mitra
Publisher : Springer Nature
Page : 445 pages
File Size : 46,6 Mb
Release : 2023-12-12
Category : Medical
ISBN : 9783031417849

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Statistical Approaches for Epidemiology by Amal K. Mitra Pdf

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

Hardeo Sahai,Anwer Khurshid
Statistics in Epidemiology Book PDF

Author : Hardeo Sahai,Anwer Khurshid
Publisher : CRC Press
Page : 350 pages
File Size : 40,9 Mb
Release : 1995-12-21
Category : Mathematics
ISBN : 0849394449

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Statistics in Epidemiology by Hardeo Sahai,Anwer Khurshid Pdf

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:

Biostatistics for Epidemiologists

Anders Ahlbom
Biostatistics for Epidemiologists Book PDF

Author : Anders Ahlbom
Publisher : CRC Press
Page : 133 pages
File Size : 51,5 Mb
Release : 2017-11-22
Category : Medical
ISBN : 9781351463669

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Biostatistics for Epidemiologists by Anders Ahlbom Pdf

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.

Primer of Epidemiology

Gary D. Friedman
Primer of Epidemiology Book PDF

Author : Gary D. Friedman
Publisher : Unknown
Page : 401 pages
File Size : 54,6 Mb
Release : 2004-01
Category : Epidemiology
ISBN : 0071236902

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Primer of Epidemiology by Gary D. Friedman Pdf

This work provides a concise introduction to epidemiology and covers all the basics: methods of study, how to conduct a study, and multivariate analysis. It features updated case studies, which make the critical link between epidemiology, clinical research, and patient care.

Applied Multivariate Statistics with R

Daniel Zelterman
Applied Multivariate Statistics with R Book PDF

Author : Daniel Zelterman
Publisher : Springer Nature
Page : 469 pages
File Size : 50,6 Mb
Release : 2023-01-20
Category : Medical
ISBN : 9783031130052

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Applied Multivariate Statistics with R by Daniel Zelterman Pdf

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.

Statistical Methods in Epidemiology

Harold A. Kahn,Christopher T. Sempos
Statistical Methods in Epidemiology Book PDF

Author : Harold A. Kahn,Christopher T. Sempos
Publisher : Monographs in Epidemiology and
Page : 310 pages
File Size : 48,6 Mb
Release : 1989
Category : Medical
ISBN : 9780195050493

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Statistical Methods in Epidemiology by Harold A. Kahn,Christopher T. Sempos Pdf

This book is an expanded version of the Kahn's widely used text, An Introduction to Epidemiologic Methods (Oxford, 1983). It provides clear insight into the basic statistical tools used in epidemiology and is written so that those without advanced statistical training can comprehend the ideas underlying the analytical techniques. The authors emphasize the extent to which similar results are obtained from different methods, both simple and complex. To this edition they have added a new chapter on "Comparison of Numerical Results for Various Methods of Adjustment" and also one on "The Primacy of Data Collection." New topics include the Kaplan-Meier product-limit method and the Cox proportional hazards model for analysis of time-related outcomes. An appendix of data from the Framingham Heart Study is used to illustrate the application of various analytical methods to an identical set of real data and provides source material for student exercises. The text has been updated throughout.

Multivariable Analysis

Mitchell H. Katz
Multivariable Analysis Book PDF

Author : Mitchell H. Katz
Publisher : Cambridge University Press
Page : 199 pages
File Size : 50,8 Mb
Release : 2006-02-06
Category : Mathematics
ISBN : 9780521840514

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Multivariable Analysis by Mitchell H. Katz Pdf

How to perform and interpret multivariable analysis, using plain language rather than complex derivations.

Epidemiology

Moyses Szklo,Javier Nieto
Epidemiology Book PDF

Author : Moyses Szklo,Javier Nieto
Publisher : Jones & Bartlett Learning
Page : 506 pages
File Size : 55,8 Mb
Release : 2007
Category : Medical
ISBN : 9780763729271

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Epidemiology by Moyses Szklo,Javier Nieto Pdf

Written for those who are familiar with the basic strategies of analytic epidemiology, this book takes readers through a more rigorous discussion of key epidemiologic concepts and methods such as study design, measures of association, research assessment, and more. This thorough revision features end-of-chapter exercises as well as an entirely new chapter devoted to issues related to the interface between epidemiology, health policy, and public health, such as Rothman's causality model, proximal and distal causes, and Hill's guidelines. Careful attention is also given to sensitivity analysis, meta-analysis, and publication bias.

Epidemiology, Biostatistics, and Preventive Medicine

James F. Jekel
Epidemiology Biostatistics and Preventive Medicine Book PDF

Author : James F. Jekel
Publisher : Elsevier Health Sciences
Page : 436 pages
File Size : 50,7 Mb
Release : 2007-01-01
Category : Medical
ISBN : 9781416034964

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Epidemiology, Biostatistics, and Preventive Medicine by James F. Jekel Pdf

You'll find the latest on healthcare policy and financing, infectious diseases, chronic disease, and disease prevention technology.

Clinical Epidemiology

Patrick S. Parfrey,Brendan J. Barrett
Clinical Epidemiology Book PDF

Author : Patrick S. Parfrey,Brendan J. Barrett
Publisher : Humana
Page : 0 pages
File Size : 52,9 Mb
Release : 2016-10-08
Category : Science
ISBN : 1493955772

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Clinical Epidemiology by Patrick S. Parfrey,Brendan J. Barrett Pdf

Focusing on improving the diagnosis, prognosis, and management of human disease, this book takes on the issues of research design, measurement, and evaluation which are critical to clinical epidemiology. This second edition of Clinical Epidemiology: Practice and Methods opens with how best to frame a clinical research question, the ethics associated with doing a research project in humans, and the definition of various biases that occur in clinical research. From there, it continues by examining issues of design, measurement, and analysis associated with various research designs, including determination of risk in longitudinal studies, assessment of therapy in randomized controlled clinical trials, and evaluation of diagnostic tests, and then delves into the more specialized area of clinical genetic research, before concluding with basic methods used in evidence-based decision making including critical appraisal, aggregation of multiple studies using meta-analysis, health technology assessment, clinical practice guidelines, development of health policy, translational research, how to utilize administrative databases, and knowledge translation. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of detail and practical advice to ensure real world success. Comprehensive and authoritative, Clinical Epidemiology: Practice and Methods, Second Edition is intended to educate researchers on how to undertake clinical research and should be helpful not only to medical practitioners but also to basic scientists who want to extend their work to humans, to allied health professionals interested in scientific evaluation, and to trainees in clinical epidemiology.

Approaching Multivariate Analysis

Pat Dugard,John B. Todman,Harry Staines
Approaching Multivariate Analysis Book PDF

Author : Pat Dugard,John B. Todman,Harry Staines
Publisher : Unknown
Page : 424 pages
File Size : 47,5 Mb
Release : 2010
Category : Psychology
ISBN : 0415478286

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Approaching Multivariate Analysis by Pat Dugard,John B. Todman,Harry Staines Pdf

This edition 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.