From Cause to Causation

From Cause to Causation

Author: M. Hulswit

Publisher: Springer Science & Business Media

Published: 2012-12-06

Total Pages: 278

ISBN-13: 9401002975

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From Cause to Causation presents both a critical analysis of C.S. Peirce's conception of causation, and a novel approach to causation, based upon the semeiotic of Peirce. The book begins with a review of the history of causation, and with a critical discussion of contemporary theories of the concept of `cause'. The author uncovers a number of inadequacies in the received views of causation, and discusses their historical roots. He makes a distinction between "causality", which is the relation between cause and effect, and causation, which is the production of a certain effect. He argues that, by focusing on causality, the contemporary theories fatally neglect the more fundamental problem of causation. The author successively discusses Peirce's theories of final causation, natural classes, semeiotic, and semeiotic causation. Finally, he uses Peirce's semeiotic to develop a new approach to causation, which relates causation to our experience of signs.


The Book of Why

The Book of Why

Author: Judea Pearl

Publisher: Basic Books

Published: 2018-05-15

Total Pages: 432

ISBN-13: 0465097618

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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.


Actual Causality

Actual Causality

Author: Joseph Y. Halpern

Publisher: MIT Press

Published: 2016-08-12

Total Pages: 240

ISBN-13: 0262035022

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Explores actual causality, and such related notions as degree of responsibility, degree of blame, and causal explanation. The goal is to arrive at a definition of causality that matches our natural language usage and is helpful, for example, to a jury deciding a legal case, a programmer looking for the line of code that cause some software to fail, or an economist trying to determine whether austerity caused a subsequent depression.


Efficient Causation

Efficient Causation

Author: Tad M. Schmaltz

Publisher: Oxford University Press, USA

Published: 2014

Total Pages: 395

ISBN-13: 0199782172

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This volume is a collection of new essays by specialists that trace the concept of efficient causation from its discovery (or invention) in Ancient Greece, through its development in late antiquity, the medieval period, and modern philosophy, to its use in contemporary metaphysics and philosophy of science.


Causality

Causality

Author: Judea Pearl

Publisher: Cambridge University Press

Published: 2009-09-14

Total Pages: 487

ISBN-13: 052189560X

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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 ...


Causal Inference

Causal Inference

Author: Scott Cunningham

Publisher: Yale University Press

Published: 2021-01-26

Total Pages: 585

ISBN-13: 0300255888

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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.


Causal Inference

Causal Inference

Author: Miquel A. Hernan

Publisher: CRC Press

Published: 2019-07-07

Total Pages: 352

ISBN-13: 9781420076165

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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.


Causation, Explanation, and the Metaphysics of Aspect

Causation, Explanation, and the Metaphysics of Aspect

Author: Bradford Skow

Publisher: Oxford University Press

Published: 2018-12-06

Total Pages: 193

ISBN-13: 0192561715

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When you light a match it is the striking of it which causes the lighting; the presence of oxygen in the room is a background condition to the lighting. But in virtue of what is the striking a cause while the presence of oxygen is a background condition? When a fragile glass breaks it manifests a disposition to break when struck; however, not everything that breaks manifests this disposition. So under what conditions does something, in breaking, manifest fragility? After some therapy a man might stop being irascible and he might lose the disposition to become angry at the slightest provocation. If he does then he will have lost the disposition after an "internal" change. Can someone lose, or gain, a disposition merely as a result of a change in its external circumstances? Facts about the structure of society can, it seems, explain other facts. But how do they do it? Are there different kinds of structural explanations? Many things are said to be causes: a rock, when we say that the rock caused the window to break, and an event, when we say that the striking of the window caused its breakage. Which kind of causation - causation by events, or causation by things - is more basic? In Causation, Explanation, and the Metaphysics of Aspect, Bradford Skow defends answers to these questions. His answers rely on a pair of connected distinctions: first is the distinction between acting, or doing something, and not acting; second is the distinction between situations in which an event happens, and situations in which instead something is in some state. The first distinction is used to draw the second: an event happens if and only if something does something.


The Effect

The Effect

Author: Nick Huntington-Klein

Publisher: CRC Press

Published: 2021-12-20

Total Pages: 646

ISBN-13: 1000509141

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Extensive code examples in R, Stata, and Python Chapters on overlooked topics in econometrics classes: heterogeneous treatment effects, simulation and power analysis, new cutting-edge methods, and uncomfortable ignored assumptions An easy-to-read conversational tone Up-to-date coverage of methods with fast-moving literatures like difference-in-differences


Cause and Chance

Cause and Chance

Author: Phil Dowe

Publisher: Routledge

Published: 2004-02-24

Total Pages: 225

ISBN-13: 1134419279

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Philosophers have long been fascinated by the connection between cause and effect: are 'causes' things we can experience, or are they concepts provided by our minds? The study of causation goes back to Aristotle, but resurged with David Hume and Immanuel Kant, and is now one of the most important topics in metaphysics. Most of the recent work done in this area has attempted to place causation in a deterministic, scientific, worldview. But what about the unpredictable and chancey world we actually live in: can one theory of causation cover all instances of cause and effect? Cause and Chance: Causation in an Indeterministic World is a collection of specially written papers by world-class metaphysicians. Its focus is the problem facing the 'reductionist' approach to causation: the attempt to cover all types of causation, deterministic and indeterministic, with one basic theory. Contributors: Stephen Barker, Helen Beebee, Phil Dowe, Dorothy Edgington, Doug Ehring, Chris Hitchcock, Igal Kwart, Paul Noordhof, Murali Ramachandran and Michael Tooley.