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Hence, the motivation of the remaining discussion is to bring robustness against this small sample support.
To circumvent this problem, several extensions are proposed that bring robustness to the GLRT in the case of high dimensionality and small sample size.
In order to reduce the demand for large sample support and bring robustness to the ST-GLRT, one may assume existence of some underlying structure based on the spatial and temporal components of the covariance matrix.
From the results of Section "Simulation results", our procedures can therefore be used to improve, simplify or bring robustness to the standard sparseness-based BSS methods considered in the article.
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It can be concluded that applying nave outlier detection before other more advanced anomalous modification method is quite necessary, bringing robustness to the process of load forecasting as a whole.
It brings robustness against noise or, in other words, it increases the signal to noise power ratio at the detection side, because the noise is not coherently projected onto the secret subspace.
The detection procedure of Section "Weak-sparseness-based time frequency detection for source recovery (multisource selection)" then makes it possible to avoid this empirical parameter choice, which brings robustness and significant simplification.
RGST also brings robustness to the assigned symbol by associating each symbol with a status description, which provides the user with helpful hints on gene function and orthologies.
The nature of the current cohort with a spread in U-albumin in the DMN and MIC group brings robustness and persistence to the actually obtained candidate biomarkers and reflects everyday clinical setting.
Furthermore, because of the soft corruption model, we are able to bring more robustness to the PM problem without actually detecting PM explicitly [34 37].
But, the flow environment keeps changing and hence there is a need to bring in robustness and optimize the proposed design.
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