We iteratively assigned the most confident positive instances called by our classifier into training cases and found that performance of the self-training became stable after 75 iterations and stopped further training.
If, as is commonly the case, this transformation is based on logistic regression (3), the SVM classifier will be very confident on instances that lie far from the decision boundary (Fig. 3a), reducing the chances to select queries far from the current uncertainty region.
In the process of semi-supervised co-training, a key step is to select the confident labeled instances from dataset labeled by one learner, and then put them into another learner training set.
COREG involves two classifiers, and the core idea of its training process is to select the confident labeled instances from dataset labeled by one learner, and then put them into another learner training set.
And with the current political momentum, results are within reach, Makgoba says: "I'm confident, for instance, that we'll see an AIDS vaccine in the next 5 or 6 years".
At other points the humor involves gags, and some of the character arcs like Morticia's laments about growing old are at odds with the cartoons, which portray Morticia as poised and self-confident, for instance.
I'm fully confident that copyright, for instance, will no longer exist in 10 years, and authorship and intellectual property is in for such a bashing".
"I am quite confident that in this instance, the FBI followed established" protocols, Wray said, speaking at the committee's annual worldwide-threats hearing.
Andy Palmer, Nissan's global product chief in America, for instance, is confident that fully-autonomous vehicles will come to market sooner, rather than later, almost certainly within the decade.
"I'm fully confident that copyright, for instance, will no longer exist in 10 years, and authorship and intellectual property is in for such a bashing," Mr. Bowie said in an interview last year.
