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During operations, the level of imbalance is periodically estimated from the input trajectories using the HDx quantification method, and pre-computed histogram representations of imbalanced data distributions.
Performance of this adaptive approach is also comparable to the costly full recalculation of BCs (as required by a BC technique to accommodate a specific level of imbalance), but for a computational complexity that is considerably lower.
They cite the now dubious 90%-of-GDP limit for government debt (as suggested by Carmen Reinhart and Ken Rogoff in 2010), before adding that it is the "consensus of economists" that America is rapidly heading towards a critical level of imbalance, a crisis they say politicians are ignoring.
A set of BCs of base classifiers is initially produced with imbalanced reference data in the PROC space, where each BC curve corresponds to different level of imbalance (a growing number of non-target samples versus a fixed number of target ones).
Likewise, tree size does have an impact, because real large trees tend to approach a predictable, moderate level of imbalance [4].
Higher ERI indicates higher level of imbalance.
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"The world cannot indefinitely sustain the present level of imbalances".
The analyses of the profiles observed in 1p and 16p were interpreted with caution, in particular, for the low level of imbalances.
Moreover, considering different levels of imbalance, dynamic selection methods secure higher ranks than other alternatives.
The experimental rig possesses both cylindrical and conical rigid body modes and the performance of the automatic balancer is assessed for a variety of different levels of imbalance.
Results on synthetic data show that adapting the fusion function of ensemble trained with different complexities and levels of imbalance can significantly improve performance.
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