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Interrupted Time Series Analysis

Interrupted Time Series Analysis

by David McDowallRichard McCleary and Bradley J. Bartos
Hardback
Publication Date: 14/10/2019

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Interrupted Time Series Analysis develops a comprehensive set of models and methods for drawing causal inferences from time series. It provides example analyses of social, behavioral, and biomedical time series to illustrate a general strategy for building AutoRegressive Integrated Moving Average (ARIMA) impact models. Additionally, the book supplements the classic Box-Jenkins-Tiao model-building strategy with recent auxiliary tests for transformation, differencing, and model selection. Not only does the text discuss new developments, including the prospects for widespread adoption of Bayesian hypothesis testing and synthetic control group designs, but it makes optimal use of graphical illustrations in its examples. With forty completed example analyses that demonstrate the implications of model properties, Interrupted Time Series Analysis will be a key inter-disciplinary text in classrooms, workshops, and short-courses for researchers familiar with time series data or
cross-sectional regression analysis but limited background in the structure of time series processes and experiments.
ISBN:
9780190943943
9780190943943
Category:
Probability & statistics
Format:
Hardback
Publication Date:
14-10-2019
Language:
English
Publisher:
Oxford University Press, Incorporated
Country of origin:
United States
Dimensions (mm):
160x236x15.2mm
Weight:
0.44kg

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