Sentence examples for using a confidence measure from inspiring English sources
These last improvements highlight the importance of using a confidence measure associated with the label assignment and motivate further work on devising robust probabilistic classifiers for use with MKL.
There is a related AD measure that is sometimes used as a confidence measure with classification RF.
Please recall that in addition to (bar{f}_{MB}), the fraction of votes (hat{nu }_{MB}) was also used as a confidence measure for multiple boosting.
The fraction (v_{j} left( {{mathbf{x}}_{new} } right)) for class (j = hat{c}_{RFC} left( {{mathbf{x}}_{new} } right)) can directly be used as a confidence measure for class membership of object ({mathbf{x}}_{new}).
95% highest posterior density intervals were again used as a confidence measure.
95% highest posterior density intervals (HPDI) obtained with the functions mcmcsamp and HPDinterval of the lme4 package were used as a confidence measure.
gGCSI can thus be used as a confidence measure for GC skew-based predictions; according to the above results, chromosomes with gGCSI > 0.1 and z-score > 3 can be considered to have sufficient GC skew strength for accurate prediction with this number of windows.
In order to allow comparative study of the degree of GC skew in bacterial genomes, we have previously reported the GC skew index (GCSI), which quantifies the strength of GC skew in given bacterial chromosomes and can be used as a confidence measure for GC skew-based predictions or for the comparative study of replication-related mutation or selection pressures in bacterial chromosomes [ 20].
The self-validation (SV) algorithm is based on fuzzy logic and is used to estimate a confidence measure of a sensor's readings using the sensor's historic data.
Specifically, in the case of the lecture speech recognized by the ASR system trained with Librispeech data, we can see that 10.20 %PER is effectively reduced to 2.77+1.63=4.4%% (percentage of FAs) with the use of a confidence measure.
The probability score was used later as a confidence measure that allowed for optimizing the extraction result in respect to either precision or recall.
