Sentence examples for test partition from inspiring English sources

Each cohort is used as a test partition, and the remaining subsets are combined to complete the function.

Performances could probably be increased by choosing a smaller test partition and thus increasing the training material.

For each fold, we first normalized the frame-level features of the test partition to have the same mean as that of the training partition.

This produces 10 models that are all trained on different subsets of the original dataset and where each has been used as the test partition one time only.

Table 2 Training, validation and test partition sizes for data Experiment Partition Num. of instances % of data Embedding Full 100,000 100 Training 72,000 72 Validation 12,960 18 Test 1296 10 Padding Full 1600,000 100 Training 1152,000 72 Validation 207,360 18 Test 20,736 10 Table 3 Dimension of each instance's using the four different character embeddings.

Since every part of the data was in a test partition at one point of the evaluation, we could obtain a test performance on the whole dataset.

Since the train and test partitions in these works differ slightly from our experiments, an exact comparison is not feasible.

Cross-validation was not required for this database, since the training, development, and test partitions, as specified in [18,47], do not overlap in the speakers.

Results, presented in Table 4, are the average of 20 runs using randomly generated training, validation and test partitions for each run.

For testing embedding, each network was trained for 100 epochs with experiments repeated 20 times to eliminate bias, due to chance split when creating training, validation and test partitions.

Instead, we trained a new classifier for Pre-diagnosis, using training and test partitions contained within the Pre-diagnosis data, which left the Pre-diagnosis model with considerably fewer data points to train on.