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By using PCA more than 98% reduction in the dimension of feature vector is achieved.
These groups represent a significant reduction in the dimension of the original data (116 chemicals).
All these benefits make the reduction in the dimension of the input data a normal procedure when designing NN, even for a relatively low dimensional input space.
This technological development and subsequent reduction in the dimension of devices like modulators, detectors and antennas has brought a thought of increasing the operating frequency of the system to the extent of sub-millimeter wavelength.
Lu et al. [39] after having examined their patients for 5 years found that in the first third of this period, there was a remarkable reduction in the dimension of their mandibles.
However, one quaternion-valued neuron is enough to represent one color via three channels ı, ȷ and κ of QVNNs, which leads to a significant reduction in the dimension of the system and to a great increase in the computational efficiency.
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Reduction in the dimensions of hypodermic needle to micron-scale size has gained tremendous interest among researchers.
PCA is an unsupervised statistical method used to investigate the differences between sample groups by the reduction in the dimensions of the principal components [23 25].
Among them, reduction in the dimensions of individual leaves (and consequently total leaf area) due to a water shortage are important morphological adaptations in order to control water loss (Xu et al. [2009], Veste and Kriebitzsch [2013]).
Moreover, the climbing fibre inputs underwent morphological modifications, including a significant reduction in the dimensions of their varicosities.
Magnetic resonance imaging performed after 3 months of voriconazole treatment showed a reduction in the dimensions of the abscess.
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