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However, good feature sets may not be directly available, motivating the need for techniques to generate features from the raw representations of objects, signals in particular.
In this paper, we learn useful leaf features directly from the raw representations of input data using Convolutional Neural Networks (CNN), and gain intuition of the chosen features based on a Deconvolutional Network (DN) approach.
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Specifically, each time series has been represented using two different ways of representation: the first is the raw representation while the second is through the parameters of the autoregressive (AR) model that best represents it.
Like a few here, I caught this one early and wrote about it, even going as far as declaring it as "a raw representation of black love".
First, PD was reproducible whether assessed from raw or processed images but reproducibility was slightly higher for the raw representation.
Data is initially transformed from its raw representation according to the conversion table of each sensor, and then, it is filtered using the Madgwick AHRS algorithm [ 35] to fuse the inertial data into a valid node orientation.
However, it is still remarkable that even if our model is a raw representation of the whole metabolism and even if metabolism is only part of all phenomena occurring within cells, imposing these constraints seems to be enough to allow reasonably accurate predictions.
"They are raw, heartfelt representations of what is going on in their lives".
In her concept for "Midsummer," 17 children, ages 7 to 16, play fairy figures, whom she calls the "rude elementals," representations of raw, natural energy: sometimes trees, sometimes animals, sometimes children.
For several decades, intensive researches have been done on designing weighting schemes over raw BOW representation.
Many works have proven the effectiveness of weighting schemes on raw BOW representation [10, 17, 20, 24].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com