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To further balance our model to make it equally good at identifying men and women, we tried either modifying the penalty term for each gender (inversely proportional to its relative frequency in the training set) or creating a balanced train set by undersampling the majority class while retaining the original population distribution in the test set.
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Unlike other SVR methods [ 7, 19] which modify the penalty term of regularization, the weighted matrix M is introduced to directly compensate the sensitivity matrix A. While the comprehensive details on DCA can be found in [ 6, 9], we briefly review it here.
Neither modifying the order of the penalty nor adding weights, which change over time, improves the P-spline forecast.
He added that the team did not yet know whether they would incur the pit lane penalty for modifying the car between qualifying and race, something permitted only on safety grounds.
The score is deteriorated due to these two reasons: (1) the hand's trajectory model does not match the sixteen-beat patterns, and (2) the low resolution and the error in estimating visual beat feature extraction do not make the penalty function effective in modifying the θ distribution.
This is achieved by modifying the derived scheme from the normal condition using penalty functions.
Therefore, mapper robustness could probably be improved by modifying the scoring parameters in the alignment step by decreasing the indel penalty.
Social engineering modifies the ideologically based bonuses and penalties forced by the player's choice of faction.
To take this knowledge into account, we utilize a modified form of the penalty in (5).
Liu and Pham [8] modified the FCM by adding a spatial penalty term into the objective function.
That decision left it to the State Legislature to modify the law, and opposition to the death penalty among Assembly Democrats has nullified any such effort.
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