We build a learning model with label proportions based on the SVM classifier [16] with boosting strategy [17].
Accordingly, we will consider the increase of EVs expected by the EV boosting strategy in the Canaries [21].
Finally, it iteratively generates results by utilizing hints from previous round computations, a gradient boosting strategy that directly accelerates solving process.
Then at the stage of training, the SVM classifier [15, 16] with boosting strategy [17] is adopted to optimize the training data by reweighting the training samples within the constraints of label proportions.
Numeric experiments help quantify the performance of the boosted granular models and gain a detailed view at the efficiency of the boosting strategy vis-à-vis different design scenarios.
Interestingly, our DNA prime/phage mimotope boosts strategy appeared to have induced the maximal nAb responsiveness to a given domain, since additional boosting with the native, multimeric gp160 failed to significantly raise the nAb titers.
Instead of using undersampling strategy, SMOTEBoost combines the synthetic minority oversampling technique and boosting strategy to deal with the imbalanced dataset.
In our study, we observed comparable results (local control 83%) using intraoperative radiation therapy (IORT) as a boosting strategy in combination with maximal surgery and moderate doses of external beam radiotherapy to overcome the dose limitations mentioned above.
These data add some strength to the argument in favour of some form of preoperative immune boosting strategy to increase disease-free survival following surgical resection (Lonnroth et al, 2008).
Especially in the context of more advanced radiotherapy techniques that rely on dose painting or subvolume boosting strategies, accurate quantification of the PET uptake is essential to define these regions.
Compared with conventional ensemble scheme, we add cost-sensitive strategy into boosting scheme.
