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One of the main novelties of the method is that it conveniently integrates data association into evolving population particle filtering, thus allowing particles to regenerate both in sampling and resampling steps by simultaneously disregarding particle measurement that account for clutter within a specified validation gate.
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Emphasis is given to guidelines set in the Regulation 519/2014/EU that specifies validation criteria for mycotoxin screening methods to be used for official control purposes.
For the code validation of declarative languages derived from XML, the most trivial is to think of using XML Schema validation [14], since it specifies validation rules for the elements and attributes of the language.
This approach has been criticised because the information taken into account was not explicitly specified and validation procedures were not developed.
Therefore, we specified a validation program for both, the 12 single analyte assays and the combined multigene assay.
In the case of integer and decimal data type variables, minimal and maximal values can be specified for validation purposes.
Although a grid-search way can be employed to seek 'optimal' C parameters by trying a geometric sequence such as 2−10,2−9,…2,…2 under a specified cross validation for each data set [ 13], such an approach may not contribute to generalizable diagnostic results and possible prohibitive training time demand.
Free text is open to the potential for spurious data input and a number of methods are provided for specifying data validation.
For microbiological testing, active and passive air samples using settle plates and surface samples using contact plates were taken from spots specified in the validation plan.
The last three data sets (2004, 2008, and 2012) are specified as the validation data and the rest are designated for training purposes.
These expectations should be specified before the validation process begins.
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