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Cross validation process is a step undertaken prior to geostatistical estimation to ensure the validity of the variogram parameters.
The main goal of this paper is to give practical recommendations (requirements) on accuracy of mixed noise parameters estimation to ensure efficient image filtering.
However, we also furnish the results of this estimation to ensure that our results do not depend on the assumption made on the link function in the logistic model.
Authors will indicate whether there was a pre-experimental plan for data handling (such as how to deal with outliers), whether they conducted a sample size estimation to ensure a sufficient signal-to-noise ratio, whether samples were treated randomly, and whether the experimenter was blind to the conduct of the experiment.
A limit is placed upon the phasing estimation to ensure that unreasonable values are not used.
9. Species with polyploid genomes may require a larger number of reference individuals for allele frequency estimation, to ensure accuracy in cluster positioning.
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We also formulate the optimal weighting to be used in the least-squares objective in the covariance estimation problem to ensure minimum variance in the estimates.
This study therefore has investigated the use of L-moments approach for hourly regional rainfall frequency estimation so as to ensure better accuracy and efficiency of the estimation process from the usually limited data sets.
We determined that an initial burn-in of 10,000 iterations followed by 10,000 iterations for parameter estimation was sufficient to ensure convergence of parameter estimates.
There are two facts about μ(n) and ρ that should be noticed: 1) the variant step-size μ(n) is adopted to speed up the convergence speed in the case of large estimation error, while to ensure the stability in the case of small estimation error; 2) the parameter ρ, which depends on the initial step-size μ and regularization parameter λ, is utilized to exploit channel sparsity effectively.
No sample-size estimation was performed to ensure adequate power to detect a pre-specified effect size.
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