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Finally, an efficient implementation of the estimator is designed.
This limited number of required measures and the simple heat transfer fractional models obtained permit a simple and online implementation of the estimator.
Practical implementation of the estimator is further facilitated by signal conditioning methods that increase computational efficiency.
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My implementation of the estimators for S and H I depends on prior estimates of parental allele frequencies taken as known constants.
The procedure is implemented in the R [21] add-on package multcomp [22] utilizing an implementation of the HC3 estimator in package sandwich [23].
We have developed a flexible hardware implementation of the motion estimator based on FPGA component, fully compatible with H.264, which enables the integer motion search, the fractional search and variable block size to be selected and adjusted.
The challenge associated with finding some 'optimal' smoothing parameter for standalone implementation of the kernel estimator given observed data is compounded when we deal with the density-ratio per se.
More details on the implementation of the DTI estimator can be found in Additional File 1: Supplemental Material S1.
As mentioned above, the implementation of the joint MMSE estimator embeds a significant computational cost.
Practical choices for ζ k are discussed below, see for instance (14) which presents the choice made for the implementation of such estimators in our context.
The negative effects of the less frequent gross errors are eliminated with the implementation of the Welsch robust estimator, avoiding the computation of biased estimates and implementation of iterative procedures for detection and removal of gross errors.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com