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This is a consequence of the optimization algorithms used for parameter selection and the statistical measures used to select the 'best' model (Gunn1998).
Finally, the methods used for parameter selection are detailed.
The SWB audio data used for parameter selection came from live concert recordings with the length of about 6 h and contain dialog, pop music, singing, and live background sounds.
Fig. 4 Two stereo pairs used for parameter selection for the proposed method Fig. 5 Performance of the proposed method with various combinations of w and τ on the two stereo pairs.
More specifically, system behavior is characterized as a function of the governing parameters, and performance charts are presented that could be used for parameter selection purposes in an engineering environment.
In this approach, least squares algorithm is used to solve the quadratic programming, the DOE is used for parameter selection in SVM modelling and weights in LSSVM are used to emphasize the importance of difference classes.
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Once suffix selection is done, the hybrid algorithm described in Section 2.2, can be used for parameter generation.
One stereo image was used for the parameter selection experiment, presented in Section 3.3.
As an application, the proposed metric is further used for automatic parameter selection in image deblocking algorithms.
(Cross-validation is also often used for tuning parameter selection, though that application is outside of the scope of this paper).
For the sake of fairness, it used grid search algorithm for parameter selection in all algorithms.
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