Forecasting
Not offered in 1997
Dr Harmindar Nath
6 points * Second semester * 5 hours per week * Gippsland/Distance (even-numbered years only) * Prerequisites: GAS1631 or GAS2751 and one computing subject is desirable * Prohibitions: MAS3421
Objectives On the completion of this subject students should be able to understand the nature of forecasts; recognise a time series data and principal components underlying it; select an appropriate forecasting technique; acquire skills to model a time series using a quantitative forecasting technique; evaluate competing forecasting models for performance; assess a situation requiring a qualitative forecasting technique; understand the limitations of a forecasting model; use a spreadsheet and a statistical package for modelling a time series; apply smoothing, decomposition, causal, ARIMA and some qualitative techniques for generating forecasts.
Synopsis The subject aims to introduce the art of forecasting via a modelling approach. The subject covers the nature and essentials of forecasting, introduction to time-series modelling, residual analysis; forecasting techniques - choice and applicability; causal techniques of forecasting, the moving average and exponential smoothing methods; the decomposition methods of forecasting, Delphi method, subjective probability method; technological forecasting techniques; an overview of advanced forecasting techniques - Box-Jenkins method, econometric models. Use of computer packages to compare forecasting techniques and to prepare forecasts.
Assessment Assignments: 60% * Examination: 40%
Prescribed texts
Makridakis S and others Forecasting: Methods and applications 2nd edn, Wiley, 1983
Recommended texts
Bowerman B and others Time series forecasting: Unified concepts and computer implementation 2nd edn, Duxbury, 1987
Farnum N and others Quantitative forecasting methods PWS-Kent, 1989
Published by Monash University, Clayton, Victoria
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