causality statistical perspectives and applications

Download Book Causality Statistical Perspectives And Applications in PDF format. You can Read Online Causality Statistical Perspectives And Applications here in PDF, EPUB, Mobi or Docx formats.


Author : Carlo Berzuini
ISBN : 9781119941736
Genre : Mathematics
File Size : 36. 30 MB
Format : PDF, Docs
Download : 334
Read : 266

Download Now Read Online

A state of the art volume on statistical causality Causality: Statistical Perspectives and Applications presents a wide-ranging collection of seminal contributions by renowned experts in the field, providing a thorough treatment of all aspects of statistical causality. It covers the various formalisms in current use, methods for applying them to specific problems, and the special requirements of a range of examples from medicine, biology and economics to political science. This book: Provides a clear account and comparison of formal languages, concepts and models for statistical causality. Addresses examples from medicine, biology, economics and political science to aid the reader's understanding. Is authored by leading experts in their field. Is written in an accessible style. Postgraduates, professional statisticians and researchers in academia and industry will benefit from this book.

Causal Inference In Statistics Social And Biomedical Sciences

Author : Guido W. Imbens
ISBN : 9780521885881
Genre : Business & Economics
File Size : 85. 10 MB
Format : PDF, Docs
Download : 750
Read : 1094

Download Now Read Online

This text presents statistical methods for studying causal effects and discusses how readers can assess such effects in simple randomized experiments.

Applied Bayesian Modeling And Causal Inference From Incomplete Data Perspectives

Author : Andrew Gelman
ISBN : 9780470090442
Genre : Mathematics
File Size : 49. 55 MB
Format : PDF, ePub, Docs
Download : 915
Read : 962

Download Now Read Online

This book brings together a collection of articles on statistical methods relating to missing data analysis, including multiple imputation, propensity scores, instrumental variables, and Bayesian inference. Covering new research topics and real-world examples which do not feature in many standard texts. The book is dedicated to Professor Don Rubin (Harvard). Don Rubin has made fundamental contributions to the study of missing data. Key features of the book include: Comprehensive coverage of an imporant area for both research and applications. Adopts a pragmatic approach to describing a wide range of intermediate and advanced statistical techniques. Covers key topics such as multiple imputation, propensity scores, instrumental variables and Bayesian inference. Includes a number of applications from the social and health sciences. Edited and authored by highly respected researchers in the area.

Statistical Models

Author : David Freedman
ISBN : 0521854830
Genre : Mathematics
File Size : 72. 58 MB
Format : PDF, ePub, Docs
Download : 616
Read : 166

Download Now Read Online

This lively and engaging textbook provides the knowledge required to read empirical papers in the social and health sciences, as well as the techniques needed to build statistical models. The author explains the basic ideas of association and regression, and describes the current models that link these ideas to causality. He focuses on applications of linear models, including generalized least squares and two-stage least squares. The bootstrap is developed as a technique for estimating bias and computing standard errors. Careful attention is paid to the principles of statistical inference. There is background material on study design, bivariate regression, and matrix algebra. To develop technique, there are computer labs, with sample computer programs. The book's discussion is organized around published studies, as are the numerous exercises - many of which have answers included. Relevant papers reprinted at the back of the book are thoroughly appraised by the author.


Author : Judea Pearl
ISBN : 9780521895606
Genre : Computers
File Size : 55. 80 MB
Format : PDF, Kindle
Download : 154
Read : 282

Download Now Read Online

Causality offers the first comprehensive coverage of causal analysis in many sciences, including recent advances using graphical methods. Pearl presents a unified account of the probabilistic, manipulative, counterfactual and structural approaches to causation, and devises simple mathematical tools for analyzing the relationships between causal connections, statistical associations, actions and observations. The book will open the way for including causal analysis in the standard curriculum of statistics, artificial intelligence,...

Unifying Causality And Psychology

Author : Gerald Young
ISBN : 9783319240947
Genre : Psychology
File Size : 90. 8 MB
Format : PDF, ePub, Mobi
Download : 127
Read : 1115

Download Now Read Online

This magistral treatise approaches the integration of psychology through the study of the multiple causes of normal and dysfunctional behavior. Causality is the focal point reviewed across disciplines. Using diverse models, the book approaches unifying psychology as an ongoing project that integrates genetics, experience, evolution, brain, development, change mechanisms, and so on. The book includes in its integration free will, epitomized as freedom in being. It pinpoints the role of the self in causality and the freedom we have in determining our own behavior. The book deals with disturbed behavior, as well, and tackles the DSM-5 approach to mental disorder and the etiology of psychopathology. Young examines all these topics with a critical eye, and gives many innovative ideas and models that will stimulate thinking on the topic of psychology and causality for decades to come. It is truly integrative and original. Among the topics covered: Models and systems of causality of behavior. Nature and nurture: evolution and complexities. Early adversity, fetal programming, and getting under the skin. Free will in psychotherapy: helping people believe. Causality in psychological injury and law: basics and critics. A Neo-Piagetian/Neo-Eriksonian 25-step (sub)stage model. Unifying Causality and Psychology appeals to the disciplines of psychology, psychiatry, epidemiology, philosophy, neuroscience, genetics, law, the social sciences and humanistic fields, in general, and other mental health fields. Its level of writing makes it appropriate for graduate courses, as well as researchers and practitioners.

Cause And Correlation In Biology

Author : Bill Shipley
ISBN : 0521529212
Genre : Mathematics
File Size : 39. 93 MB
Format : PDF, ePub
Download : 565
Read : 981

Download Now Read Online

Explores the relationship between correlation and causation using a series of novel statistical methods.

Top Download:

New Books