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Residuals analysis and analysis of variance were used to validate the best-fit model.
Model deficiencies can sometimes be revealed via a detailed residuals analysis but this is not always conclusive.
Main effect, Normal probability plot of residuals, analysis of variance (ANOVA), surface plots, and contour plots were used to study the effects and interaction effects between operational parameters.
The significance of the model and regression coefficients were tested by the analysis of variance (ANOVA), residuals analysis and t-test statistics.
Looking beyond the usual measures of fit and adequacy, residuals analysis revealed nothing out of the ordinary and all parameter estimates were significant (|t| > 2.5).
The reduced models were evaluated on robustness using numerical and graphical diagnostics such as adjusted and predicted R2, Cooks distance, leverage and residuals analysis [35 37].
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LSFs are restored back at the encoder side and resulting AR model computed from quantized parameters is used to derive FDLP sub-band residuals (analysis-by-synthesis). Due to this operation, the quantization noise present in the sub-band temporal envelopes does not influence the reconstructed signal quality.
Good judgment and experience play key roles in residual analysis.
Figure 12 Residual analysis.
Residual analysis confirmed data normality.
Additional file 1: Residual analysis per species.
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