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The model with fewest parameters is preferred among those with similar MAPE values, because of the difficulty presented by the ARIMA model in explaining the parameters.
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Thus, it is appropriate to start a modeling exercise with a simple model (with few variables) and then add complexity as needed.
Despite being almost 10 years old, it is a model with few imitators.
And an all-wheel-drive model with fewer frills can be had, dealer inventories permitting, for around $32,000.
Sarkozy told the crowd: "We don't want Socialism!" He stressed the importance of loving France, the value of work, and promised a new French social model with fewer rules and red tape.
A model that assumes more basic types will have fewer complex emotions compared to a model with fewer basic types.
Conversely, in a model with few degrees of freedom even little misfit may lead to an increased RMSEA.
In addition, the proposed model with fewer parameters has similar predictive capability as compared with a more complex model.
Thus, crude oil scheduling can be expressed as a complete mixed integer linear programming (MILP) model with fewer binary variables.
A more general model with fewer constraints will always fit the data better than a more sophisticated model with more constraints [7, 16, 27].
Compared with higher order models, it is relatively easy to apply control strategies to an air-conditioning system by using a first order model with fewer parameters.
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