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Constructing features to describe the text of the review involves text mining and Natural Language Processing NLPP).
Thus, feature engineering, which focuses on constructing features and data representations from raw data [1], is an important element of machine learning.
We have found that feature engineering, or in other words, constructing features using human heuristics, is very effective for this task.
On the basis of prior work with constructing features, we only required 24 complete iterations of user calibration (calculating an estimate of precision and recall on sample sentences) before we froze the system.
While constructing features x(i ), we let features x 1 i to x 8 i be the larger values of the two node centralities, and let features x 9 i to x 16 i be the smaller value of the two, in order to symmetrize the feature vectors for (a, b) and (b, a).
As the network is trained from raw text no information is lost in constructing features.
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Based on the investigations above, morphological signal processing as a nonlinear data transform tool may be suitable for constructing feature extractor for pattern matching.
We performed analysis on changes over time in the subjects' eye movements by constructing feature similarity maps and correlating these with binary saccade maps.
Figure 1 summarizes the process of constructing feature space from tertiary structures.
Our previous work on general object recognition, called Evolution-COnstructed (ECO) Features, was modified and adapted to construct features and use AdaBoost to classify different fish species.
It was shown that some of the constructed features could indeed improve music classification performance relative to conventional features.
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