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This data structure enables the system to compute co-occurrence statistics on the fly even if the input entities appear in a large number of articles.
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Statistics are calculated on-the-fly, and provide detailed summaries of, e.g. the distribution of GO terms or evidence codes present in the specified dataset (Fig. 1B).
However, if an on-line feature extraction were preferable in some applications, a cumulative estimation of the commentators mean and standard deviation statistics could be performed on-the-fly.
The SGMD web interface provides on-the-fly statistics analysis to compare cDNA microarray data, which consists of around 4,000 spots and 20,000 EST sequences from the soybean root libraries [ 6].
It can be seen that there is a benefit from using game level statistics but the performance drop when switching to on-the-fly processing with an initial segment of 50 s is quite affordable (approximately 1.4 % absolute EER increase).
A convenient on-the-fly dialog allows one to remove transients from simulated trajectories and to monitor the convergence of mean, variance, CV or Fano factor statistics.
In such a case, the statistics of commentator's speech features may be estimated on-the-fly.
Figure 15 Impact of on-the-fly estimation of commentator's speech statistics on excitement level classification error.
The first figure compares average game EERs for classifiers utilizing on-the-fly feature normalization (initial estimation segments of lengths 50 and 3,000 s) and a classifier employing game level statistics ('Whole Game').
For methods with feature vector (allowed to contain some spectrum-specific quantities) updated on-the-fly [6], [8], the spectrum-specific bias may be partially compensated, but not giving rise to spectrum-specific statistics.
So we tried to enhance the statistics on fruit fly duplication events by analyzing another species.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com