For the 2-class problem, boosting using the logistic regression base learner yielded the best precision and F-measure of 99.7% for k value of 200.
Consequently, by using these protocols, the results attained by the systematic review can be reproduced by other researchers as a way of validation, decreasing the incidence of bias in the review, a problem boosted in non-systematic bibliographic reviews [33].
For the 3-class problem, boosting with the random forest technique as the base learner yielded the best precision and best F-measure of 97.7% for a K value of 200.
To circumvent this problem, boosting algorithm is adopted to improve the classification performance for the imbalanced dataset.
The problem: boosting compression also boosts temperature, and too much heat can ignite the fuel/air mixture prematurely, causing potentially damaging engine "knock".
In contrast to sampling methods and cost-sensitive methods that are specially designed to address imbalanced learning problem, boosting is an off-the-shelf approach that is particularly effective in handling imbalanced data.
Putin has resorted to the method that various leaders have used for centuries: using war or military actions to solve internal problems and boost ratings.
Labour is proposing to create more combined authorities, where councils team up to tackle entrenched problems and boost local growth and jobs.
To tackle their economic problems and boost their potential most emerging markets need a "second generation" of reforms to improve infrastructure, liberalise labour markets and make doing business easier.The best-run economies, notably South Korea and Mexico, have been safe havens throughout 2013.
Further, we consider inexact solvers to reduce the computational cost/complexity and memory consumption of coarse and local problems and boost the scalability of the solver.
