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We first exclude the unlikely edges and then exploit the order dependency of PC by favoring unwanted edges for early testing, thus holding wanted edges out for late testing.
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We term our approach "Alternative Inputs" and we exploit the ordering and logical information from gain-of-function (AIs) and loss-of-function (deletions) mutant combinations.
In the next step it exploits the order dependency of PC by rearranging the CI tests in order to favor less probable edges for early testing and to keep more likely edges for late testing.
Figure 15 shows the CER, under hybrid decoding (NMS + MRB(4)), when exploiting the ordering; Fig. 16 illustrates the corresponding results in the absence of ordering.
The method exploits the ordering statistics representation property of the reliability plot, which is shown to approximately obey an orthogonal hyperbolic pattern.
Roach and Guilhaus reported enhanced factor analysis which exploited the ordered nature of GC-MS elution profiles [ 48], based on the ideas by Meader (dubbed evolving factor analysis, EFA) [ 47].
Moreover, the outedges can be efficiently loaded requiring at most K non sequential disk-reads, through the mechanism of the Parallel Sliding Windows (PSW): by exploiting the ordering of the edges with respect to the source vertices, when PSW moves from an interval to the next, it "slides" a window over each of the shards.
Similarly, Chatzigeorgakidis et al. [6] and Zhang et al. [7] exploit the z-order curve in order to perform kNN joins on a distributed environment.
This employs a non-linear function, such as a logistic sigmoid, to exploit the higher order statistics based on super-Gaussian characteristics of the speech signal.
We exploit the first-order aerodynamic effects for the feedback control of quadrotors in order to enhance the performance of the closed-loop system.
The a posteriori-driven mesh refinement is shown to significantly enhance the performance on problems featuring singular solutions, allowing to fully exploit the high-order of approximation.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com