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First, we give a basic optimized Weighted Least Square Support Vector Classifier model, which can be used to obtain the best weights according to the distance between samples and classification boundary and obtain an extremely sparse solution.
Additional file 1: Collected samples and classification.
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In this paper, some considerations, from the point of view of road engineer, were presented; these could be usefully shared with the researchers in the fields of cultural heritage and archeology in order to identify both soils and road pavement materials sampling and classification systems for a new perspective of scientific speculation.
CR and SH participated in berry sampling and classification.
PCB participated in the design of experiments, berry sampling and classification, analysis of data and drafted the manuscript.
PCB participated in the conception of the study, design of experiments, berry sampling and classification, analysed data and drafted the manuscript.
To achieve an unbiased and efficient sampling and classification we used knock-in mice expressing the enhanced green fluorescent protein (eGFP) in glutamate decarboxylase 67 (GAD67 -positive neurons and performed cluster analysis.
Then we repeated the sampling and classification steps 1,000 times and used the mean value of the 1,000 scores (expressed as a percentage) to indicate an average "success rate".
The GA was used to optimize pattern recognition performance on training sets using a figure of merit designed to maximize correct classification of acceptable samples and minimize classification of unacceptable samples or samples of dissimilar materials.
There, upper and lower tails of the distribution of sire means were used as case-control samples, and the classification algorithm used in the wrapper step was naïve Bayes.
Some experiments were implemented by different sample sets and classification methods.
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