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The key idea is to rearrange the computation order in BP to obtain a parallel and memory-efficient structure.
The only difference between J48 and BFTree classifier is the computation order in which decision tree is built.
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To speed up the computation, ordered subsets can also be used [1].
The library implements an algorithm for choosing the optimal computation order when a product of several tensors is performed (i.e., the so-called 'multi-product' operation).
GPUs accelerate this part of the computation one order of magnitude thus reducing overall computation time by 50%.
The fourth and fifth constituents of our index, the well-known PIN and the novel VPIN, directly infer the information content of the trading process from the computation of order imbalances between buys and sells.
These simulations have used a geometrically linear (linear kinematic) approximation to the total stiffness matrix; nonlinear terms in the total stiffness matrix have been excluded from the computation in order to achieve efficiency.
Depending on the simulation type, the computation time order of magnitude can vary from 0.1 s (simple radiographic projection) up to several hours (3D tomography) on a PC, with a 400 MHz microprocessor.
The security required for this kind of applications is similar to the one of the previous step, and it is possible to set checkpoints in the computation in order to prevent the complete loss of data in case of failure.
Without affecting the results of the computation, the order of the nested for-statements in the procedure above can be changed such that the outer for-loop iterates over the gene list S (i = 1,…, n) and the inner for-loops over the nodes v k and the length l.
with the notation Q p0 - l , l and Q p0), we can build an efficient computation order.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com