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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.
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.
FROM THE BOOK:"I want to touch you and kiss you.""You are my mother's sister and only one year older; you must have something of my mother in you."—A found child after being returned to her family Searching for Life traces the courageous plight of the Grandmothers of the Plaza de Mayo, a group of women who challenged the ruthless dictatorship that ruled Argentina from 1976 to 1983. Acting as both detectives and human rights advocates in an effort to find and recover their grandchildren, the Grandmothers identified fifty-seven of an estimated 500 children who had been kidnapped or born in detention centers. The Grandmothers' work also led to the creation of the National Genetic Data Bank, t...
The Australian Government is facing a national embarrassment when two ASIS (Australian Secret Intelligence Service) agents have gone missing on the Mornington Peninsula along with top secret files, mobile telephones, and their laptops. The director of ASIS decides to sidestep accountability by using the National Missing Persons (NMPCC) arm of the AFP (Australian Federal Police), and tasks the team of operation Reveles to work covertly to ensure that this matter never leaks out to the local population in the town of Sorrento nor become a feeding frenzy for the Australian Media. AFP Lead Detective Emir ‘Eddy’ Muravic under the supervision of his boss AFP Inspector Phil Morris soon discovers that the chic town of Sorrento is not just full of party goers, holiday makers, sea, and tree changers and ‘A Listers’ but an underbelly which could threaten his own family, and childhood visions of the Mornington Peninsula.
The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilization of cross-validation as an estimator selection tool so that the subjective choices made by humans are now made by the machine, and (2) targeting the fitting of the probability distribution of the data toward the target parameter representing the scientific question of interest. This book is aimed at both statisticia...
The Routledge Companion to Philosophy of Medicine is a comprehensive guide to topics in the fields of epistemology and metaphysics of medicine. It examines traditional topics such as the concept of disease, causality in medicine, the epistemology of the randomized controlled trial, the biopsychosocial model, explanation, clinical judgment and phenomenology of medicine and emerging topics, such as philosophy of epidemiology, measuring harms, the concept of disability, nursing perspectives, race and gender, the metaphysics of Chinese medicine, and narrative medicine. Each of the 48 chapters is written especially for this volume and with a student audience in mind. For pedagogy and clarity, each chapter contains an extended example illustrating the ideas discussed. This text is intended for use as a reference for students in courses in philosophy of medicine and philosophy of science, and pairs well with The Routledge Companion to Bioethics for use in medical humanities and social science courses.
The unanticipated arrest of General Augusto Pinochet in London on October 16, 1998 served to punctuate the twenty-fifth anniversary of the most cataclysmic event in Chilean history—a violent coup d'etat that abruptly ended decades of democratic rule. A steadily increasing series of explorations, interviews, and images in the popular press and media has begun to unearth the horrors of the dictatorship and its defenders and to reevaluate the stories of the democratically elected Allendists the coup had brutally purged. Based on interviews and analysis of a generation of young leaders of the Chilean political elite who came to power with Allende's election in 1970, When the Romance Ended focu...
Evaluating the strength of epidemiologic evidence is inherently challenging, both for those new to the field and for experienced researchers. This book offers a strategy for assessing epidemiologic research findings, explicitly describing the goals and products of research
This volume collects the extended versions of papers presented at the SIS Conference “Statistics and Data Science: new challenges, new generations”, held in Florence, Italy on June 28-30, 2017. Highlighting the central role of statistics and data analysis methods in the era of Data Science, the contributions offer an essential overview of the latest developments in various areas of statistics research. The 35 contributions have been divided into six parts, each of which focuses on a core area contributing to “Data Science”. The book covers topics including strong statistical methodologies, Bayesian approaches, applications in population and social studies, studies in economics and finance, techniques of sample design and mathematical statistics. Though the book is mainly intended for researchers interested in the latest frontiers of Statistics and Data Analysis, it also offers valuable supplementary material for students of the disciplines dealt with here. Lastly, it will help Statisticians and Data Scientists recognize their counterparts’ fundamental role.