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A performance evaluation of PLASTIC against various TPC-H benchmark queries showed high plan prediction accuracy, an improvement by an order of magnitude in optimization time, a nominal error penalty, and a low space overhead.
For simplicity, we choose the mean pairwise error penalty and, therefore, can set (alpha _i =frac{1}{i}).
SVM with linear kernel requires fine-tuning of two parameters to obtain an optimal model, namely, the error penalty parameter cost and tolerance of termination criterion epsilon.
By increasing the error penalty of the y i = 0 part of the sample (x i, y i ), i.e. the penalty of misjudging the unstable state, the error of misjudging the unstable states as stable states is reduced.
The rotation error is dropped since the CoLBP detector is to be used for surveillance purposes from a camera mounted on the ceiling; hence, only straight with no in-plane rotation is expected; thus, keeping the rotation error penalty biases the decision since it will not occur.
We introduced an error penalty parameter to ensure generalization of the classifier.
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Once error penalties had been applied, mean response latencies were recalculated for each sub-block of the approach alcohol, avoid alcohol, and control blocks.
The miscues were plentiful, a comedy of errors: penalties on key plays, turnovers in the red zone, the kind of mistakes good teams cut down on in December.
The officiating during the 49ers-Lions game was full of errors: incorrect penalty call of false start (Walker a back in motion), an improperly decided Lions TD pass incompletion reversal, 5-yard football misplacement after a Ginn punt return, failure to call face hits to WR Crabtree.
Because of her ski speed, she has often been able to compensate for one or sometimes two or three shooting errors (a penalty loop is 150 m long and normally takes 21 to 26 seconds).
Unforced errors, needless penalties and disorganised attacking play.
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CEO of Professional Science Editing for Scientists @ prosciediting.com