To provide the generalization capability, reinforcement learning (RL) , an adaptive method of machine learning and optimal control theory, can be incorporated into an adaptive prediction framework.
Figure 8 shows the prediction results of GABP when the wind power output changes frequently, to illustrate the necessity of implementing an adaptive prediction method.
in speech differential encoding systems.
and predictive control, Peter Peregrinus Ltd, ISBN 0-86341-1932, London
This powerful adaptive prediction
filter is applied together with ANN to get a superior performance.
An alternative is to allow the use of adaptive predictions to be elective: in figure 2f, where adaptively predicted items are copied rather than moved to the top of the menu, the user can choose either to scan the adaptive predictions or simply to skip to known locations in the main interface below.
Adaptive GUIs that can predict the user's needs with higher accuracy can make users faster and can result in greater utilization of adaptive predictions by the user (Findlater and McGrenere 2008; Gajos et al.