Design and Analysis of Time Series Experiments by Richard Mccleary

Design and Analysis of Time Series Experiments

byRichard Mccleary, David Mcdowall, Bradley Bartos

Paperback | June 22, 2017

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Design and Analysis of Time Series Experiments presents the elements of statistical time series analysis while also addressing recent developments in research design and causal modeling. A distinguishing feature of the book is its integration of design and analysis of time series experiments.Drawing examples from criminology, economics, education, pharmacology, public policy, program evaluation, public health, and psychology, Design and Analysis of Time Series Experiments is addressed to researchers and graduate students in a wide range of behavioral, biomedical and social sciences.Readers learn not only how-to skills but, also the underlying rationales for the design features and the analytical methods. ARIMA algebra, Box-Jenkins-Tiao models and model-building strategies, forecasting, and Box-Tiao impact models are developed in separate chapters. The presentation of themodels and model-building assumes only exposure to an introductory statistics course, with more difficult mathematical material relegated to appendices. Separate chapters cover threats to statistical conclusion validity, internal validity, construct validity, and external validity with an emphasison how these threats arise in time series experiments. Design structures for controlling the threats are presented and illustrated through examples. The chapters on statistical conclusion validity and internal validity introduce Bayesian methods, counterfactual causality and synthetic control groupdesigns. Building on the earlier of the authors, Design and Analysis of Time Series Experiments includes more recent developments in modeling, and considers design issues in greater detail than any existing work. Additionally, the book appeals to those who want to conduct or interpret time seriesexperiments, as well as to those interested in research designs for causal inference.

About The Author

Richard McCleary is Professor of Criminology, Law and Society and Planning, Policy and Design at the University of California, Irvine. David McDowall is Distinguished Teaching Professor in the School of Criminal Justice at the University at Albany. Bradley J. Bartos is a graduate student in the department of Criminology, Law, and Socie...
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Details & Specs

Title:Design and Analysis of Time Series ExperimentsFormat:PaperbackDimensions:400 pages, 9.25 × 6.12 × 0.68 inPublished:June 22, 2017Publisher:Oxford University PressLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:0190661569

ISBN - 13:9780190661564

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