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Author : Ian Birnbaum
Publisher : MacMillan Publishing Company
ISBN 13 :
Total Pages : 192 pages
Book Rating : 4.F/5 ( download)
Download or read book An Introduction to Causal Analysis in Sociology written by Ian Birnbaum and published by MacMillan Publishing Company. This book was released on 1981 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Stephen L. Morgan
Publisher : Springer Science & Business Media
ISBN 13 : 9400760949
Total Pages : 423 pages
Book Rating : 4.4/5 (7 download)
Download or read book Handbook of Causal Analysis for Social Research written by Stephen L. Morgan and published by Springer Science & Business Media. This book was released on 2013-04-22 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: What constitutes a causal explanation, and must an explanation be causal? What warrants a causal inference, as opposed to a descriptive regularity? What techniques are available to detect when causal effects are present, and when can these techniques be used to identify the relative importance of these effects? What complications do the interactions of individuals create for these techniques? When can mixed methods of analysis be used to deepen causal accounts? Must causal claims include generative mechanisms, and how effective are empirical methods designed to discover them? The Handbook of Causal Analysis for Social Research tackles these questions with nineteen chapters from leading scholars in sociology, statistics, public health, computer science, and human development.
Author : Ian Birnbaum
Publisher : Springer
ISBN 13 : 1349164666
Total Pages : 174 pages
Book Rating : 4.3/5 (491 download)
Download or read book An Introduction to Causal Analysis in Sociology written by Ian Birnbaum and published by Springer. This book was released on 1981-02-19 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Ottar Hellevik
Publisher :
ISBN 13 : 9780043120194
Total Pages : 211 pages
Book Rating : 4.1/5 (21 download)
Download or read book Introduction to Causal Analysis written by Ottar Hellevik and published by . This book was released on 1984 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : Jr. Blalock
Publisher : Routledge
ISBN 13 : 1351529781
Total Pages : 227 pages
Book Rating : 4.3/5 (515 download)
Download or read book Causal Models in the Social Sciences written by Jr. Blalock and published by Routledge. This book was released on 2017-07-28 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: Causal models are formal theories stating the relationships between precisely defined variables, and have become an indispensable tool of the social scientist. This collection of articles is a course book on the causal modeling approach to theory construction and data analysis. H. M. Blalock, Jr. summarizes the then-current developments in causal model utilization in sociology, political science, economics, and other disciplines. This book provides a comprehensive multidisciplinary picture of the work on causal models. It seeks to address the problem of measurement in the social sciences and to link theory and research through the development of causal models.Organized into five sections (Simple Recursive Models, Path Analysis, Simultaneous Equations Techniques, The Causal Approach to Measurement Error, and Other Complications), this volume contains twenty-seven articles (eight of which were specially commissioned). Each section begins with an introduction explaining the concepts to be covered in the section and links them to the larger subject. It provides a general overview of the theory and application of causal modeling.Blalock argues for the development of theoretical models that can be operationalized and provide verifiable predictions. Many of the discussions of this subject that occur in other literature are too technical for most social scientists and other scholars who lack a strong background in mathematics. This book attempts to integrate a few of the less technical papers written by econometricians such as Koopmans, Wold, Strotz, and Fisher with discussions of causal approaches in the social and biological sciences. This classic text by Blalock is a valuable source of material for those interested in the issue of measurement in the social sciences and the construction of mathematical models.
Author : Miquel A. Hernan
Publisher : CRC Press
ISBN 13 : 9781420076165
Total Pages : 352 pages
Book Rating : 4.0/5 (761 download)
Download or read book Causal Inference written by Miquel A. Hernan and published by CRC Press. This book was released on 2019-07-07 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: The application of causal inference methods is growing exponentially in fields that deal with observational data. Written by pioneers in the field, this practical book presents an authoritative yet accessible overview of the methods and applications of causal inference. With a wide range of detailed, worked examples using real epidemiologic data as well as software for replicating the analyses, the text provides a thorough introduction to the basics of the theory for non-time-varying treatments and the generalization to complex longitudinal data.
Author : Steven E. Finkel
Publisher : SAGE Publications, Incorporated
ISBN 13 : 9780803938960
Total Pages : 0 pages
Book Rating : 4.9/5 (389 download)
Download or read book Causal Analysis with Panel Data written by Steven E. Finkel and published by SAGE Publications, Incorporated. This book was released on 1995-01-17 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Panel data — information gathered from the same individuals or units at several different points in time — are commonly used in the social sciences to test theories of individual and social change. This book highlights the developments in this technique in a range of disciplines and analytic traditions.
Author : Raymond Boudon
Publisher : Ardent Media
ISBN 13 :
Total Pages : 12 pages
Book Rating : 4./5 ( download)
Download or read book A Method of Linear Causal Analysis: Dependence Analysis written by Raymond Boudon and published by Ardent Media. This book was released on 1967 with total page 12 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author : H. M. Blalock
Publisher : Routledge
ISBN 13 : 1351529811
Total Pages : 298 pages
Book Rating : 4.3/5 (515 download)
Download or read book Causal Models in Experimental Designs written by H. M. Blalock and published by Routledge. This book was released on 2017-07-12 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a companion volume to Causal Models in the Social Sciences, the majority of articles concern panel designs involving repeated measurements while a smaller cluster involve discussions of how experimental designs may be improved by more explicit attention to causal models. All of the papers are concerned with complications that may occur in actual research designs- as compared with idealized ones that often become the basis of textbook discussions of design issues.
Author : Judea Pearl
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781507894293
Total Pages : 0 pages
Book Rating : 4.8/5 (942 download)
Download or read book An Introduction to Causal Inference written by Judea Pearl and published by Createspace Independent Publishing Platform. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper summarizes recent advances in causal inference and underscores the paradigmatic shifts that must be undertaken in moving from traditional statistical analysis to causal analysis of multivariate data. Special emphasis is placed on the assumptions that underly all causal inferences, the languages used in formulating those assumptions, the conditional nature of all causal and counterfactual claims, and the methods that have been developed for the assessment of such claims. These advances are illustrated using a general theory of causation based on the Structural Causal Model (SCM) described in Pearl (2000a), which subsumes and unifies other approaches to causation, and provides a coherent mathematical foundation for the analysis of causes and counterfactuals. In particular, the paper surveys the development of mathematical tools for inferring (from a combination of data and assumptions) answers to three types of causal queries: (1) queries about the effects of potential interventions, (also called "causal effects" or "policy evaluation") (2) queries about probabilities of counterfactuals, (including assessment of "regret," "attribution" or "causes of effects") and (3) queries about direct and indirect effects (also known as "mediation"). Finally, the paper defines the formal and conceptual relationships between the structural and potential-outcome frameworks and presents tools for a symbiotic analysis that uses the strong features of both. The tools are demonstrated in the analyses of mediation, causes of effects, and probabilities of causation. -- p. 1.
Author : Judea Pearl
Publisher : Basic Books
ISBN 13 : 0465097618
Total Pages : 432 pages
Book Rating : 4.4/5 (65 download)
Download or read book The Book of Why written by Judea Pearl and published by Basic Books. This book was released on 2018-05-15 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence "Correlation is not causation." This mantra, chanted by scientists for more than a century, has led to a virtual prohibition on causal talk. Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality -- the study of cause and effect -- on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.
Author : Henning Best
Publisher : SAGE
ISBN 13 : 1473908353
Total Pages : 424 pages
Book Rating : 4.4/5 (739 download)
Download or read book The SAGE Handbook of Regression Analysis and Causal Inference written by Henning Best and published by SAGE. This book was released on 2014-09-27 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'The editors of the new SAGE Handbook of Regression Analysis and Causal Inference have assembled a wide-ranging, high-quality, and timely collection of articles on topics of central importance to quantitative social research, many written by leaders in the field. Everyone engaged in statistical analysis of social-science data will find something of interest in this book.' - John Fox, Professor, Department of Sociology, McMaster University 'The authors do a great job in explaining the various statistical methods in a clear and simple way - focussing on fundamental understanding, interpretation of results, and practical application - yet being precise in their exposition.' - Ben Jann, Executive Director, Institute of Sociology, University of Bern 'Best and Wolf have put together a powerful collection, especially valuable in its separate discussions of uses for both cross-sectional and panel data analysis.' -Tom Smith, Senior Fellow, NORC, University of Chicago Edited and written by a team of leading international social scientists, this Handbook provides a comprehensive introduction to multivariate methods. The Handbook focuses on regression analysis of cross-sectional and longitudinal data with an emphasis on causal analysis, thereby covering a large number of different techniques including selection models, complex samples, and regression discontinuities. Each Part starts with a non-mathematical introduction to the method covered in that section, giving readers a basic knowledge of the method’s logic, scope and unique features. Next, the mathematical and statistical basis of each method is presented along with advanced aspects. Using real-world data from the European Social Survey (ESS) and the Socio-Economic Panel (GSOEP), the book provides a comprehensive discussion of each method’s application, making this an ideal text for PhD students and researchers embarking on their own data analysis.
Author : Wsevolod W. Isajiw
Publisher : Routledge
ISBN 13 : 113455267X
Total Pages : 167 pages
Book Rating : 4.1/5 (345 download)
Download or read book Causation and Functionalism in Sociology written by Wsevolod W. Isajiw and published by Routledge. This book was released on 2013-10-15 with total page 167 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is Volume I of twenty-two in the Social Theory and Methodology series. First published in 1968 this text looks at an analysis of functionalism by means of the notion of causality. It is a study of functionalism, yet also an explication of the notion of causality through its application to a sociological theory.
Author : Jakub Karpinski
Publisher : Springer Science & Business Media
ISBN 13 : 9400904959
Total Pages : 191 pages
Book Rating : 4.4/5 (9 download)
Download or read book Causality in Sociological Research written by Jakub Karpinski and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt: The general treatment of problems connected with the causal conditioning of phenomena has traditionally been the domain of philosophy, but when one examines the relationships taking place in the various fields, the study of such conditionings belongs to the empirical sciences. Sociology is no exception in that respect. In that discipline we note a certain paradox. Many problems connected with the causal conditioning of phenomena have been raised in sociology in relatively recent times, and that process marked its empirical or even so-called empiricist trend. That trend, labelled positivist, seems in this case to be in contradiction with a certain type of positivism. Those authors who describe positivism usually include the Humean tradition in its genealogy and, remembering Hume's criticism of the concept of cause, speak about positivism as about a trend which is inclined to treat lightly the study of causes and confines itself to the statements on co-occurrence of phenomena.
Author : Judea Pearl
Publisher : Cambridge University Press
ISBN 13 : 052189560X
Total Pages : 487 pages
Book Rating : 4.5/5 (218 download)
Download or read book Causality written by Judea Pearl and published by Cambridge University Press. This book was released on 2009-09-14 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 ...
Author : Arun Sahay
Publisher : Taylor & Francis
ISBN 13 : 1000996786
Total Pages : 187 pages
Book Rating : 4.0/5 (9 download)
Download or read book Sociological Analysis written by Arun Sahay and published by Taylor & Francis. This book was released on 2023-08-18 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: Originally published in 1972, this book is an important introduction to the analytical aspects of sociology. It analyses the various strands in 20th Century sociological thought, illustrating the richness as much as the poverty of any particular approach. It explores and compares the work of Weber and Pareto on sociological analysis, stressing the vital significance of their contributions to sociological knowledge. It looks at the stimulating implications of Karl Mannheim’s thought on the sociology of knowledge and finds in Mannheim the beginnings of most of the contemporary trends in sociology. It covers the fundamental assumptions of Parsonian thought and analyses the derivative character of the ideas of Robert Merton and Reinhard Bendix, along with Dahrendorf’s notions on a re-orientation of sociology.
Author : Tyler J. VanderWeele
Publisher : Oxford University Press, USA
ISBN 13 : 0199325871
Total Pages : 729 pages
Book Rating : 4.1/5 (993 download)
Download or read book Explanation in Causal Inference written by Tyler J. VanderWeele and published by Oxford University Press, USA. This book was released on 2015 with total page 729 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book begins with a comprehensive introduction to mediation analysis, including chapters on concepts for mediation, regression-based methods, sensitivity analysis, time-to-event outcomes, methods for multiple mediators, methods for time-varying mediation and longitudinal data, and relations between mediation and other concepts involving intermediates such as surrogates, principal stratification, instrumental variables, and Mendelian randomization. The second part of the book concerns interaction or "moderation," including concepts for interaction, statistical interaction, confounding and interaction, mechanistic interaction, bias analysis for interaction, interaction in genetic studies, and power and sample-size calculation for interaction. The final part of the book provides comprehensive discussion about the relationships between mediation and interaction and unites these concepts within a single framework.
