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The proposed family is based on minimizing the general least mean cost function via stochastic gradient optimization.
As noted in their paper, this is equivalent to minimizing the general form of cross-entropy (4) with soft targets.
While SPECA is flexible for the number K of communities, it partitions a graph iteratively into K communities by minimizing the general cut each time according to the adjacent matrix.
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For NOC training, an off-line training procedure based on backpropagation through time algorithm is developed to minimize the general quadratic cost function in forward and backward pass stages.
You can minimize the general noise made by a dryer or washer by placing kitchen sponges under corners that come in contact with the floor or other surface.
At one point on Thursday, while delivering a somewhat rambling answer about his tax returns, Mr. Romney explicitly invoked the idea that he wanted to be careful about his disclosures so as to minimize the potential general election fall-out.
As my colleague Nate Silver noted at the time, Romney deliberately avoided "direct confrontation with his opponents," gave "evasive answers on issues ranging from his tax returns to the role of 'Super PACs,' " and even "explicitly invoked the idea that he wanted to be careful about his disclosures so as to minimize the potential general election fall-out".
7B and C; Table 1) may well participate in the general optimization strategy: minimizing the effects of photon noise and providing robust neural representations of the visual world at variable environmental conditions.
However, the guidelines are unclear regarding the timing of surgery, "although the general principle of minimizing the time between diagnosis and revascularization is supported", except in cases where there are immediate contraindications such as recent infarction or hemorrhage.
In this paper, a beam-based DVA (beam DVA) is proposed and optimized for minimizing the resonant vibration of a general structure.
Then, a Simulated Annealing search randomly moves units throughout the industrial area, penalizing unfeasible configurations, until a feasible layout is found minimizing the consequences of accidents to general public.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com