Sentence examples for crf it from inspiring English sources

Because a hidden layer is introduced in the CNF to improve its expressive power over a CRF, it is important to control the model complexity to avoid overfitting.

Despite the significance of CRF, it is often underdiagnosed, and management is frequently suboptimal.

Although PRF provides shorter duration of pain relief than the CRF, it has fewer complications and is safer.

The approach enjoys the advantages of both CNN and CRF, it has the invariant feature learning ability possessed by the former and structured prediction ability of the latter.

However, from the definition of CRF, it appears that a CRF model is symmetric and bi-directional parsing models will produce the same results.

This is because for those with lower CRF it is difficult to achieve absolute CPM commonly used to designate moderate or vigorous PA intensity (i.e. 3-6METs) [ 26].

For CRFs, it achieved that of 85.68%, an increase of 0.64% to the baseline method.

Different from CRFs, it is not necessary to assume an exponential distribution among training and test data for SSVMs.

For the five class CRFs, it is possible to add the four rhetorical roles Aim, Method, Results, Conclusion as an additional feature.

In the case of non-ambiguous automata of the CRFs, we tested both the Viterbi and posterior-Viterbi algorithms since given the Viterbi-like learning of the CRFs it is not a priori predictable which one of the two decodings performs better on this particular task.

At this point, one may access the patients' CRF but it will be no longer be possible to amend the CRF.