Forecasting with Univariate Box - Jenkins Models: Concepts and Cases

ISBN-13: 9780471090236 / Angielski / Twarda / 1983 / 576 str.

Alan Pankratz

Opis

Explains the concepts and use of univariate Box-Jenkins/ARIMA analysis and forecasting through 15 case studies. Cases show how to build good ARIMA models in a step-by-step manner using real data. Also includes examples of model misspecification. Provides guidance to alternative models and discusses reasons for choosing one over another.

Spis treści

BASIC CONCEPTS.

Overview.

Introduction to Box–Jenkins Analysis of a Single Data Series.

Underlying Statistical Principles.

An Introduction to the Practice of ARIMA Modeling.

Notation and the Interpretation of ARIMA Models.

Identification: Stationary Models.

Identification: Nonstationary Models.

Estimation.

Diagnostic Checking.

Forecasting.

Seasonal and Other Periodic Models.

THE ART OF ARIMA MODELING.

Practical Rules.

References.

Index.