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However, when generating the training and testing dataset from the whole pool, the samples have equal probability to be partitioned into the training dataset and the testing dataset.
The model with the highest training accuracy was then used to classify individuals in the testing dataset and the testing accuracy was calculated.
Tumor samples were taken from three different populations and the distributions of the samples' clinical characteristics in the Norway/Stanford, Korean, and Zhao/Langerød datasets are not equal, however, so we followed the procedure described below and divided each of the three datasets and subsequently pooled groups to make the training dataset and the testing dataset.
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On the other hand, the logrank test revealed that only dichotomized FRAX™ score was significantly associated with fractures after falls both in the development dataset and the test dataset (Table 4, Figure 1).
The training dataset of General-100 dataset [12] and the testing datasets of Set5 [1] (5 images), Set14 [37] (14 images), and BSD200 [23] (200 images) are public.
The single CRF extractor with the novel feature set was trained using both the training and the development dataset, and tested on the test set.
The system is tested with the available datasets and the test result shows the efficiency of the proposed system.
We used the training subsets to create the corresponding training DB_MF, DB_PF, DB_CF and DB_CRYS datasets, and the tests subsets to create the independent test datasets.
The classification results on the 1,794 dataset, the 2,268 dataset, and the two testing datasets, in addition to a comparison with other popular existing prognosis based algorithms, are detailed in the following subsections.
The split of the dataset and the independent test is repeated for 10 times.
First, for the numerical experiment I, we here merged both the previous seven-word testing dataset and the original eight-word testing dataset provided by the competition into a new larger testing dataset.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com