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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.
Presents a comprehensive account of how the mind causes things to happen in the physical world. This book is also available as Open Access.
"The chapters in this volume arise from a conference held at The University of Aberdeen concerning the law of causation in the UK, Commonwealth countries and the USA. The distinguished group of international experts who have contributed to this book examine the ways in which legal doctrine in causation is developing, and how British law should seek to influence and be influenced by developments in other countries."--
Causation is a central topic in many areas of philosophy, including metaphysics, epistemology, philosophy of mind, ethics, history of philosophy, and philosophy of science. Thirty-seven specially written chapters by some of the world's leading philosophers provide the most comprehensive critical guide available to issues surrounding causation.
In most academic and non-academic circles throughout history, the world and its operation have been viewed in terms of cause and effect. The principles of causation have been applied, fruitfully, across the sciences, law, medicine, and in everyday life, despite the lack of any agreed-upon framework for understanding what causation ultimately amounts to. In this engaging and accessible introduction to the topic, Douglas Kutach explains and analyses the most prominent theories and examples in the philosophy of causation. The book is organized so as to respect the various cross-cutting and interdisciplinary concerns about causation, such as the reducibility of causation, its application to scie...
This book takes an original and comparative approach to issues of causation in tort law across many European legal systems.
Without cause and effect, there would be no science or technology, no moral responsibility, and no system of law. Causation is therefore the most fundamental connection in the universe and a core topic of philosophical thought. This Very Short Introduction introduces all of the main theories of causation and its key debates.
Everything we do relies on causation. We eat and drink because this causes us to stay alive. Courts tell us who causes crimes, criminology tell us what causes people to commit them. D.H. Mellor shows us that to understand the world and our lives we must understand causation. The Facts of Causation, now available in paperback, is essential reading for students and for anyone interested in reading one of the ground-breaking theories in metaphysics. We cannot understand the world and our place in it without understanding causation. Yet a complete account of the nature and implications of causation does not exist. D.H Mellor's new book is that account.
Causation is one of the most important and enduring topics in philosophy, going as far back as Aristotle. In this lucid and enthralling account, Helen Beebee covers all the major debates and issues in the philosophy of causation, making it the ideal starting point for those approaching the subject for the first time. Beginning with an introduction to the concept, the book examines the most significant philosopher of causation – David Hume – and assesses the problems of induction and necessary connection in light of his thought. Helen Beebee then investigates different theories of causation and challenges to the Humean approach. She considers the concepts of regularity, causal experience, necessity and essences. Throughout the book, she also critically discusses other key philosophers on causation, including J.L. Mackie, John Wright and Brian Ellis.
An accessible, contemporary introduction to the methods for determining cause and effect in the Social Sciences “Causation versus correlation has been the basis of arguments—economic and otherwise—since the beginning of time. Causal Inference: The Mixtape uses legit real-world examples that I found genuinely thought-provoking. It’s rare that a book prompts readers to expand their outlook; this one did for me.”—Marvin Young (Young MC) Causal inference encompasses the tools that allow social scientists to determine what causes what. In a messy world, causal inference is what helps establish the causes and effects of the actions being studied—for example, the impact (or lack thereof) of increases in the minimum wage on employment, the effects of early childhood education on incarceration later in life, or the influence on economic growth of introducing malaria nets in developing regions. Scott Cunningham introduces students and practitioners to the methods necessary to arrive at meaningful answers to the questions of causation, using a range of modeling techniques and coding instructions for both the R and the Stata programming languages.