Sentence examples for small size of training from inspiring English sources

This demonstrates that MMC has better discriminative power than LDA for small size of training data.

This makes the classification more consistent with small size of training data.

At the small size of training data set (15 85%), the performance of the proposed technique is far better than PCA.

The reason is that LDA suffers from small sample size (SSS) problem in the case of small size of training data.

The small size of training vector requires small set of weight in a classifier and the cost function is easy to optimize for these small set of weights.

With both algorithms, a large variance in the cross-validated results and overall middling performances are to be expected due to the small sizes of training, model-selection and testing subsets along with the typically high level of noise in microarray data.

Clearly, the use of more peaks could potentially improve the correlation and mean squared error on the training set, but this would most likely produce inferior results on validation, due to the small size of the training set.

This may be a result of high dimension and small size of the training sample.

This helps the RBM to learn complex nonlinear relations in the data more efficiently with small size of the training data.

From a practical standpoint, this means that, due to the small size of the training set, it is not meaningful to test non-linear classifiers on these fingerprints (unless a dimensionality reducing PCA is applied first).

The fluctuations in their classification accuracies are believed to be due to the small size of the training data.