Sentence examples for more realistic classifier from inspiring English sources

Since it would be quite unrealistic to assume that the attacker data is known by the system in advance, we use this simple alternative for more realistic classifier evaluation of different attack scenarios.

For a more realistic analysis, classifier performance should be assessed in fading channels.

Since it is unrealistic to assume that attackers' data is known in advance by the system, we use this scheme for more realistic evaluation of the classifier.

The resulting datasets provide lower, and in our opinion more realistic estimates of the classifier performance than do random cross-validation schemes.

To optimize the construct of an ensemble of many relatively small and simple classifiers may be more realistic than to optimize the design of an individual large and complex classifier.

We also analyzed the performance of the distributed classifier on the more realistic unimodal example of dual-toxin cell viability classification with one toxin measured and another unobserved which was introduced in the beginning of this section (see Supporting Information Section 2).

While the results from the internal and external validation showed both similarities as well as discrepancies, the results from the external validation should receive more weight since the external validation is a more realistic way to estimate the true performance and generalizability of a classifier, as argued in the Introduction section.

Using a more realistic noise type, namely "operations room" noise from the NOISEX-92 corpus, resulted in the PL classifier obtaining better performance than both the fixed and adaptive approaches.

Model parameters learned by a supervised classifier from a small amount of labeled data may be steered towards a more realistic distribution (which more closely resembles the distribution of the test data) by the unlabeled data.

As a consequence, we expect that the resulting classifiers are less influenced by the given selection of compounds and that CV provides a more realistic estimate for the generalization on new compounds.

Prokhorov was more realistic.