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The mislabeled proportion of training data for Tianjin and Rosenheim is approximately proportional to the cell size of grid labeling.
The minimum sample size n was calculated as n = z2P(1 − P /h2, in which P is the estimated proportion of training points that are likely to be allocated to the tidal flat class (estimated at P = 0.33), z is the desired significance level (z = 1.96) and h is the half-width of the desired confidence interval (corresponding to h = 0.025)54.
Fig. 5 Mislabeled proportion of training data varies with cell size.
We take p to be equal to the proportion of training set molecules belonging to that class, given by N α /N.
The approach was validated by first using an equal proportion of training and test instances (1 1) and second using a much smaller training set (1 9).
In addition to response and post-incident investigation, a large proportion of training focuses on the border security aspects of preventative security.
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Instead of answering my perfectly straightforward query, she sent me some propaganda from "Alan Chaplin, Service Delivery Director for Northern Rail", who boasted that the proportion of trains arriving on time had risen from 83%to91%1% over the last ten years.
A separate permanent staff presence for security is considered unaffordable, and is currently limited to revenue protection officers that check a small proportion of train services, and an occasional police presence.
The optimal values of both parameters were determined by maximizing the performance of causality detection on the development set. Figure 5 shows the F-measure of causality detection for different proportions of training data.
This behavior was also more pronounced in environments with a high level of training: the proportion of trained staff was identified as independently associated with adherence to US-guided IJV puncture.
We were able to detect a high proportion of the training set (87% correctly labeled training site nucleotides) at a stringent j value of 0.01, and up to 92% correctly-labeled nucleotides with j> = 0.04 (Figure 2B).
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Justyna Jupowicz-Kozak
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