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Elimination of the features of the weakest class discrimination ability (treated as the noise) leads to smaller dimension of the feature space and improvement of the generalization ability of the classifier in the testing mode for the data not taking part in learning.
In the strongest class only a coxa remained present (Level 4; Figure 5A, leftmost panel) while in the weakest class an almost complete trochanter was present (Level 1; Figure 5A, rightmost panel).
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Heading into the 2013 draft there was a widely held belief that this would be one of the weakest classes in ages, and little that has transpired these last two seasons has done much to dispel this.
Following such an ordering, a fraction α of the weakest classes is discarded, generating a set of (1− α) C classes (the ones representing the strongest signals).
Don't forget, the Scout is one of the weakest classes in the game health wise, but it is the fastest, so use it to your advantage.
It is a relatively weak class of free agents, and many teams expect to fill their needs through trades.
When his senior season ended, he was judged to be perhaps the 12th to 15th best quarterback in a weak class.
In another weak class Russia's Egor Mekhontcev may just have been the most destructive light heavyweight when he was at his best.
With only E. J. Manuel off the board at No. 39, the Jets considered Smith, at worst, the second-best quarterback prospect available in a weak class.
Cashman said he had been considering which minor league starters to try in the bullpen, naming Alan Horne, Jeffrey Marquez and Steven White as potentially more attractive alternatives than a weak class of free agents.
It might have been a relatively weak class of free agents, but the spending frenzy that broke out across the N.H.L. last weekend said a lot about the financial and competitive state of the league.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com