Inference of degradation status at cultivated sites was estimated by calibration to near infrared diffuse reflectance spectra obtained from sampled soils; diagnostic models based on spectra produced validation accuracies of 78% for three categories.
While the RMSECV is a good indicator of a model's accuracy, a more aggressive way of evaluating PLS models is by using a randomly produced validation set, and monitoring the resultant RMSEP.
This procedure produced a validation that goes beyond the traditional approach of examining the accuracy of the method across the entire domain with an MSE.
For the analysis with real data on 1086 Italian Brown Swiss bulls, two strategies were used to produce cross-validation datasets.
By quantitative real-time PCR analysis, we were convinced that the identified DEGs were differentially expressed between IVF and fSCNT blastocysts that were freshly produced for validation.
We used a custom microarray to assess the levels of UCE transcription during mouse development and integrated these data with published microarray and next-generation sequencing datasets as well as with newly produced PCR validation experiments.
The NOAA88b global profile ensemble [38] was used to produce the training, validation, and testing sets, with an 80-10-10 splithef the data.
The NOAA88b global ensemble [38] of over 7,000 profiles was used to produce the training, validation, and testing sets, with an 80-10-10 splithef the data.
