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The cases for training and validation were generated by the real LTE network.
SVM-RBF reaches a higher accuracy than other algorithms in both cases for training sets larger than 5k people.
Our method was evaluated on a dataset that consisted of 504 cases of real two-exposure dual-energy subtraction chest radiographs (404 cases for training and 100 cases for test).
In this platform, radiologists are able to contribute actively by participating in discussions in which radiological images are posted, or by posting interesting radiology cases for training and teaching purposes.
A promising class of insider threat detection models for CIS focuses on mining access patterns from audit logs, however, current models are limited in that they assume organizations have significant resources to generate label cases for training classifiers or assume the user has committed a large number of actions that deviate from "normal" behavior.
Active learning algorithms seek to select the most informative cases for training.
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The overall fault cases utilized for training and testing are 1380 and 9848 respectively.
A randomly selected subset of the cases devolved for training purpose is presented to the network to train it (training data) while it is constantly monitored with a randomly select subset of unseen cases (test data).
We discovered that the optimal proportion of cases for the training set tended to be in the range of 40%to80%0% for the wide range of conditions studied.
DAC introduced this case-based approach into the online learning environment, allowing for the development and delivery of online cases for the training of health professionals at all levels.
The authors wish to thank David Hicks for his help with figure preparation, and the Cooperative Breast Cancer Tissue Resources of the National Cancer Institute for providing multi-center breast cancer cases for the training study.
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CEO of Professional Science Editing for Scientists @ prosciediting.com