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Figure 7 Projection of training data and classification boundaries.
Projection of training and testing set samples on the first two principal components was used to visualize relationship between samples.
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Using (15), we also calculate the matrix whose columns are the LDA projections of training samples.
Note that and are projections of training samples and a test sample onto nonlinear subspace, respectively, and these can be calculated by KPCA as shown in [11].
Figure 8 Projection results of training and test data.
Figure 8 shows examples of the projection results of training data and test data for the meteorological element 'temperature on the ground'.
The projection of the training sequences into the aSpace constitutes the input for our sequence synchronization algorithm.
where denotes the LDA projection of a training image of the th subject under the th viewpoint and the th lighting condition.
In sum, our main contributions are: (i) the proposal and implementation of a novel lazy learner based on the Random Forest classifier and nearest neighborhood projection of the training set that excels in automatic text classification tasks, as well as (ii) a throughout and detailed experimental analysis that sheds light on the behavior, effectiveness and feasibility of our solution.
Unfortunately, at the climax of Act II it's replaced by a black-and-white video projection of a train, fast advancing straight at us.
The proposal calls for more freight to reach the Island by rail, with a projection of three trains a day transferring freight to trucks, carrying 4,000 tons of freight daily by 2020.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com