Sentence examples for in the boosting process from inspiring English sources
In general, lower indices correspond to more influential nodes that were added earlier in the boosting process.
The selection of each new weak classifier can be viewed as a feature selection method in the boosting process.
Furthermore, a new sample selection scheme of the LDA-based booster is proposed to concentrate more on the "difficult" samples in the boosting process.
The weights of each training set instance are equal to begin with, but with each cycle these weights are adjusted to optimise the classifier in the boosting process.
It is known that the good generalization performance cannot be gotten by using a too large or too small value of C. Simply applying a single C to all LSVM component classifiers cannot lead to successful AdaBoost due to the over-fitting or under-fitting situations encountered in the Boosting process.
However, it can be empirically observed that, in the deeper nodes of the boosting process, the non-face examples collected by bootstrapping are in fact very similar to the face examples, and the error rate of those feature-based weak classifiers is very close to 50%.
The first technique employed for sequence decoding uses an HMM comprising all phoneme models created during the boosting process, connected in the manner shown in Figure 5.
We argue that the context information about a face can be advantageously used in the deeper nodes of the boosting process when the features derived from the central region of the face do not provide any further benefit.
The boosting process requires some amount of labeled target data.
Besides offering a stage for new theatrical material and, in the process, boosting the careers of such actors as Jane Wyatt, E. G. Marshall, Kitty Carlisle Hart and Cloris Leachman, the Westport Country Playhouse has been a mecca for apprentices and interns ["A Summer Veteran Gets New Life" by Robert Simonson, July 30].
It plans to get a lot more, in the process boosting its net profit margin.
