Sentence examples for finite training from inspiring English sources

However, to assess the usefulness of new biomarkers independent of the finite training dataset, one would typically need a large training set to obtain well-trained stable models for comparison.

This analysis provides a novel link between the MCE empirical cost measured on a finite training set and the theoretical classification risk.

The derivation presented here shows that the smooth MCE loss function, far from being an ad-hoc approximation of the true error, can be seen as the direct consequence of using a well-understood type of smoothing, Parzen estimation, to estimate the theoretical risk from a finite training set.

This performance is conditional on the particular finite training set and may vary when the training set varies.

SVR is based on the structural risk minimisation principle that aims to learn a function from finite training data.

When the training set is treated as random, A r is a random variable and has uncertainty due to the randomness of the finite training set.

We point out that this variability captures both the effect of finite training-set size and the effect of finite testing-set size.

From the experiments and simulations in [ 19], we know that stimulation with a finite train of three strong pulses tends to entrain the cell's response.

The bounded signal requirement to develop the neural controller is circumvented using an off-line finite time training scheme, which provides the necessary stability and tracking performances.

Compared to related results in the control literature, here, we directly design a finite length training signal and consider not only deterministic channel parameters but also a Bayesian channel estimation framework.

However, when estimated from finite spike-trains, the sample-POM is randomly distributed and may take non-zero, either positive or negative, values.