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Then, at very time index, the algorithm can group the computation of steps (3) and (4) together.
They differ in the data structures used to hold and process the Δ H and Δ V values and their computation of Steps 3, 4 and 5. Correctness theorems for the various steps are presented in Supplementary Information.
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However, the computation of step-size control matrix with μ-law in IMPNLMS + algorithm is expensive.
In the current work, for the computation of step-sizes, the VSS technique of [9] is extended to include acompensation of output noise powers.
Because normalizing the messages or probability distributions does not affect the final MAP results ( Yedidia et al., 2003 ), we also perform normalization after the computation of step B.1.1.2 and B.2.1 so that the messages and beliefs are always valid probability distributions at every iteration.
Thus, for each t ∈ J, by using the computations of Step 2, we have that ∥ A x ∥ ≤ ρ.
Similar to the method used in [15], for each iteration, the updating of H and W are both factorized into five MapReduce steps; the computation of each step can be easily distributed into multiple machines to achieve speedup, please see Table 1 for the details of the algorithm.
Whereas Picard requires file I/O for every preparation step, elPrep avoids file I/O by running entirely in memory and merges the computation of all steps in a single pass over the data.
Computation of this step is similar to that in [5]. 5. Compute Implementation costs and Regression count for each requirement.
However, we observe that the only information that the analyst needs for computing the global profiles and their quantification is the set of SCT profiles; therefore, we propose an architecture where, the telecommunication operator computes the SCT profiles and then sends them to the analyst for the computation of the step (b) and (c).
In addition, the non-dimensional form of the Timoshenko beam theory mode shapes is recommended to circumvent the computation of time step mode shapes.
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