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The ensemble has constant classification time upperbound and according to empirical results, it shows good classification accuracy.
The proposed algorithm was evaluated on three diverse datasets, namely TPCH, PKDD and UCI benchmarks and showed considerable reduction in classification time without any loss of prediction accuracy.
Simulation results show that the NNTree achieves excellent performance in terms of classification accuracy, size of the tree, and classification time.
We used linear support vector machines to decode letter identity from MEG data and found that the classification time course of letter recognition in sighted subjects was generally faster, briefer, and more consistent than in blind subjects.
The results, together with the newly proposed passenger classification (time fixed versus time flexible), underpin a more realistic assumption for future theory building and can thus help airline companies design a better recovery strategy for revenue management.
This paper proposes an optimization model for making-up and routing of trains in a disruptive situation to minimize the system-wide total cost, including classification time at yards and travel time along links.
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Furthermore, both training and classification times are approximately eight times faster on all folds.
The paper investigates the minimum learning and classification times that are required to achieve a desired identification performance.
Chen et al. [40] show that classification times can be sometimes be reduced in half when using SVM and C4.5 feature selection techniques on the KDD datasets, and they also evaluate Random Forest (RF) as a feature selection technique but they do not provide classification times for all the features of RF to compare its performance of classification times.
The classification times reflect the time required to classify the number of records reflected in the "Classified" column which represent 10% of the training data for each fold.
Meanwhile, Table 8 shows the learning and classification times for a set of 600 and 400 images, respectively, for each system.
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CEO of Professional Science Editing for Scientists @ prosciediting.com