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For ANN, the number of 'hidden nodes' and the 'random seed' for the initial weights were searched over hidden-node = {3, 6, 9, 12, 15} and random-seed = {1, 3, 5, 7, 10} [ 26].
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Cost-based abduction, where a numerical weight is assigned to each hypothesis and an optimal solution hypotheses set with minimal sum of element hypotheses' weights is searched, deals with such problems.
As the space of possible weights is searched, the evaluation of the performance of the sample at each step allows the algorithm to identify a distribution for weights that show good performance on the training.
Only vertebrate sites and weight matrices were searched with background (A+T -content of 60.4% (A+T -content)-coftent for all human CNE sequences) or 57.4% (average (A+T)-content for all fugu CNE sequences).
Mass calibration designs for a mass comparator loading three weights at most were searched for a weight series of 10 5 5′ 2 2′ 1 1′.
However, suitable weights for each training set were searched using the genetic algorithm (GA) [29] in the evaluation.
Randomized controlled trials (RCTs) involving pediatric patients who received 6% low-molecular-weight HES, published before January 2014, were searched for in Pubmed, Embase database and Cochrane Library.
PubMed, PsycInfo, Medline, and CINAHL were searched for behavioral weight loss intervention trials conducted in 2009 2015 using keywords: weight, loss, overweight, obese, intervention and trial.
The motifs were searched by the weight function of Equation 6 (see Methods section) with the model obtained by the kernel CCA and the top ranked motifs are shown in Table 2. SWI5 motif, a binding site of SWI5 protein, has the highest weight value.
Genetic algorithms are used to decide the initial weights of the gradient decent methods so that all the initial weights can be searched intelligently.
The best solution for each weight vector is searched for approximating the entire Pareto front.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com