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Multiple validation techniques (Y-scrambling, complete training/test set randomization, determination of the dependence of R2test on the number of randomization cycles, etc).
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Initially, we applied the multiple cross-validation technique to evaluate the performance of the morphological-syntactic classifier.
Multiple validations of this technique with chemical composition, total body weighting and hydrodensitometry have been performed.
Future work must look at these alternative approaches to developing a clinically useful prediction tool, because even across multiple datasets and with the application of several validation techniques, this study was not able to develop a reliable prediction tool.
Geocoding at the address level allows for application of accuracy validation techniques and procedures since address locations can be checked by multiple geocoding services.
Building large curated databases is a tremendous effort exercised across multiple institutions and agencies and uses a combination of computational analysis, manual annotation, and experimental validation techniques.
The main lesson from our validation process is the need for multiple validation strategies, including empirical validation.
Berglund, A. E., Welsh, E. A. & Eschrich, S. A. Characteristics and validation techniques for PCA-based gene-expression signatures.
To prevent system failures, different validation techniques are used.
This standardization processing includes multiple validation and normalization steps.
The adopted stepwise methodology included multiple validation checks with experts.
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