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The developed methodology gives as result a complete and consistent dimensioning of the sketch following the rules established by a standard like ISO, determining also if the system is over-constrained and detecting the redundant dimensions.
Structure learning is entirely compatible with this concept of redundancy in task-irrelevant dimensions, since the subspace found after learning might still comprise many redundant dimensions.
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Although the coarse CFO can be obtained, the estimator suffers slight performance degradation due to a large noise term introduced by the redundant dimension of (mathcal {A}(N_{g})in mathcal {C}^{{NN}_{r}times N_{g}N_{textit {tr}}}).
In the case of the over-determined CL, the redundant dimension of the subspace in P(L) leads to a large noise power, which slightly degrades the estimation performance.
In this case, the combination of two read orientations implies ~2000 non-redundant dimensions within a 4096-dimensional signature vector.
Thus, it has been demonstrated that the speed of visual target selection varies dependent on, for instance, stimulus intensity [47], set size [48], the dimensional identity of the target on the previous trial [31], and the definition of a feature singleton in one versus multiple (redundant) feature dimensions [46].
This is because irrelevant, redundant, and conflicting dimensions can negatively affect effectiveness and efficiency of the analytic process (the so-called curse of dimensionality).
In the end, the first two dimensions became redundant when we applied the third.
In HSIs, the information in the spectral dimension is more redundant than the information in the spatial dimension.
Band selection preserving feature absorption takes advantage of the high-spectral correlation in spectral image to reduce the redundant information of spectral dimension, while sample covariance matrix estimation takes advantage of the high-spatial correlation in remote sensing image to reduce the redundant information of spatial dimension.
We therefore deleted these redundant items from the dimension 'Operation room'.
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