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Moreover, some of the variables might add noise while providing little or no information in identifying the underlying pattern inherent in the data set.
Some researchers openly admit that the underlying data sets themselves have inherent flaws.
PCA compares all measurements with each other and explains the variation inherent in the data set in terms of artificial components called principal components (PCs).
Limitations are also inherent in the data set used for this review.
Finally, these findings could suggest an inherent bias in our data set, so conclusions should be interpreted with some caution.
Isomap was able to preserve 74% of the original variation inherent to the floristic data set in a three-dimensional solution.
The input layer receives input signals that consist of independent variables presenting the inherent properties of the data set objects.
It is also interesting to consider obtaining a parameter-free kernel-based vector quantization approach whose parameter values are automatically derived from the inherent characteristics of each data set.
The error tolerance, however, had to be relaxed to a higher value of.7 because of noise inherent in the experimental data set.
The classifiers for short sequence recognition problems must be influencial in handling the above mentioned adverse factors inherent in the original data set.
Secondly, ICA allows the inherent dimensionality of the data set to be inferred via a dimensional reduction step in which Gaussian noise-like dimensions are filtered out [ 33].
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