Technological substitution: A framework of stochastic models

Technological substitution: A framework of stochastic models

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Article ID: iaor1989855
Country: United States
Volume: 36
Issue: 4
Start Page Number: 389
End Page Number: 400
Publication Date: Dec 1989
Journal: Technological Forecasting & Social Change
Authors:
Keywords: statistics: empirical
Abstract:

A basic framework for a stochastic substitution model is developed. The model explicitly considers the number of decision makers responsible for the substitution process, and the volume of usage of the old and new technology. The parameters of the stochastic model are adaptively estimated using the extended Kalman filter. This approach is contrasted with the logistic differential equation approach, widespread in the literature, where only the proportion substituted is modelled. The stochastic model is shown to produce a considerable improvement in forecasting accuracy.

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