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These samples were included in the training set, the test set, and the reservoir set.
The weights of the samples in the reservoir set are initialized and updated by applying the selected weak classifiers.
To assess the bias of the selected weak classifiers, they are applied to the samples in the reservoir set to update their weights.
In the proposed system, to estimate bias, the efficiency of the selected weak classifiers is assessed by applying them to different samples called the reservoir set.
( {x}_j^{mathit{hbox ) and ( {y}_j^{mathit{hbox ) denote the j-th sample and its class sample in the reservoir set, respectively.
The disparity between the total weight of positive and negative samples in the reservoir set indicates the degree of unbalance in the positive and negative training samples.
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The convergence proof relies on the construction of a strict Lyapunov function for the Kraus map induced by this reservoir setting on the spring subsystem.
The stimulus/buffer chamber inlets were connected to two pressurized reservoirs set at a pressure of 1 psi, one containing HBSS with 2 mM EGTA and the other HBSS with 1.5 mM Ca2+.
Contribution to the reservoir, τ (set to 0.2) and θ (set to 0.25), is expected to be low (conditional on where the virus is shed).
The crew emptied the tank into Yancey's reservoir, then set off for a part of the woods where the buckets were nearly full, with inch-thick layers of ice floating on the surface.
Open image in new window Fig. 3 Profile 1 of reservoir architecture set in study area.
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