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Compared to DFT of approximately half the data length, GHA is one order of magnitude more accurate.
For the Republican primaries, 29 elections were analyzed and Google Trends correctly predicted only about half (the data wasn't as good for a variety of reasons).
In Fig. 1, Q 0, Q 1, and Q 2 are three datasets, where Q 0 is the original dataset, Q 1 contains approximately half the data of Q 0 and which is a subset of Q 0, and Q 2 is a subset of Q 1.
This advantage is then lost again for half the data.
In the past it changed intensity of half the data sets uniformly while in the pattern recognition method it influences a fit applied independently to each single molecule intensity pattern.
(See Table 2 for results from our type I error rate validity tests in a hybrid design (N = 2100), in which half the data come from nuclear families).
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Karabiber et al. proposed equalizing reactivities observed in the 5′ half versus the 3′ half of the data, a generally inaccurate approximation.
Only half of the data is collected from half of the girls at each paired school during the first week.
Two-fold cross-validation, which uses half of the data for training and half for testing, was performed 10 times for both the SVM and the RF models.
Depending on the sample size, the model may be built on half of the data and reproduced on the remaining half to explore transportability [ 34].
Half of the data sets assume only additive effects and half assume only epistatic effects without any additive effects.
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