Modelling our Changing World
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Beschreibung
This open access book focuses on the concepts, tools and techniques needed to successfully model ever-changing time-series data. It emphasizes the need for general models to account for the complexities of the modern world and how these can be applied to a range of issues facing Earth, from modelling volcanic eruptions, carbon dioxide emissions and global temperatures, to modelling unemployment rates, wage inflation and population growth.
Except where otherwise noted, this book is licensed under a Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0.
This open access book focuses on the concepts, tools and techniques needed to successfully model ever-changing time-series data. It emphasizes the need for general models to account for the complexities of the modern world and how these can be applied to a range of issues facing Earth, from modelling volcanic eruptions, carbon dioxide emissions and global temperatures, to modelling unemployment rates, wage inflation and population growth.
Except where otherwise noted, this book is licensed under a Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0.
Published Open Access
Presents key concepts of time series: non-stationarity, structural breaks and model selection
Reviews the history of time-series modelling
Demonstrates how various forms of break can be detected
Combines theory and data
Autor*in
Jennifer L. Castle
Themen in »Modelling our Changing World«
Autometrics Environmental economics Forecasting models Forecasting with structural breaks General Unrestricted Model General-to-Specific Indicator saturation methods Non-stationary time series Open Access Primers Stationary time series Time Series Econometrics Methods