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The representation ability of sparse representation-based methods is quantified by defining category concentration index.
Taking their difference into account, they are expected to be complementary and thus their combination is expected to have a better representation ability.
In order to verify the texture representation ability of the improved RIU-LBP, we compare its discrimination with those of the RIU-LBP.
Nonnegative matrix factorization (NMF) [12, 13] is among the most popular dimensionality reduction methods by its natural part-based representation ability.
Moreover, we systematically analyze the impact of the balanced order ρ and band number M on the sparse representation ability of MWPT.
Our nonlinear transformation-based approaches have a more flexible representation ability, which is more suited to distant-talking speech with a complex distribution.
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Then, the representation abilities of the methods become worse and the obtained results tend to be blurred.
Recent studies in speech recognition have shown that a deep architecture with more hidden layers can increase the representation abilities of a neural network, and it can be used to build internal representation for rich sensory data [11 14].
Furthermore, although the methods in[34] adopt5] adopt nonlinear eigenspaces for inpainting to represent nonlinear texture features, their representation abilities become worse as the dimension of the subspace becomes smaller, where the dimension was set to the same as that of the proposed method.
The current study endeavored to examine the link between mental rotation abilities and basic numerical representations, specifically investigating the hypothesis that both recruit detailed spatial representation abilities.
These results confirm the substantial difference that exists between great apes and dogs with regard to mental representation abilities required to track the invisible displacements of objects.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com