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The cost for training an ANN increases exponentially when the ANN gets deeper or wider.
A probabilistic cost for training systems is also proposed to learn ranking functions using pairs of training examples.
(2) An excessively high computational cost for training may be incurred.
Our method not only outperforms ∝SVM, a state-of-the-art approach on learning from label proportions, but also demonstrates comparable accuracy with traditional classification methods working with pixel labeling, while bringing great reduction of labeling cost for training data.
The time cost for training one Gaussian process is 6.5 h, and predicting one dimension is 3.1 min. And the time cost for calculating the vocabulary is 0.2 s.
By the same token, our method has less computational cost for training than supervised methods, and therefore can be repeatedly applied without training resources.
Similar(52)
Proponents of the fee, including the Berlin-based Deutscher Gewerkschaftsbund, a lobbying organization with 10.3 million members from eight of Germany's biggest unions, contend the fees will force German businesses to shoulder greater responsibility and costs for training.
The project entailed around $1.2 billion in construction costs for training facilities, motor pools, and other buildings.
Third, we restricted our analysis to actual costs during the intervention period, and disregarded developmental costs and costs for training staff.
Consequently, Filipino nurses want to exit the country once they have gained experience, which necessitates training new registered nurses every two years in the hospital setting, adding costs for training.
This cost includes initial costs and materials for training group leaders and related to the cost year 2003/04.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com