This resultant dataset provided enough examples to perform 5-fold cross-validation with 4800 examples for training and 1200 examples for testing in each fold.
Additionally, we hold out pristine examples for testing, integrated result over multiple classifiers retaining only predictions that show a high degree of consensus, chose classifier parameters based on the cross-validation tests, and used a simpler predictor where possible, to address the overfitting issue.
Besides that, the problem considered in this paper can serve as a benchmark example for testing the correctness of approximate plate models and numerical schemes in growth theory.
For example, for testing the MP model, both branches leading to Pg11a and Pg11c were considered for Pg11.
There are two examples of countries poised for testing this collaborative model: Bangladesh and Liberia.
Fig. 3 Example for testing: a Compression testing for concrete (3000 kN), b bending testing for concrete (150 kN), c tensile test for steel and composite materials (250 kN) and d tensile testing for adhesive (50 kN).
Cell line S462 appears therefore as a good model, for example for testing drugs that target proteins encoded by genes within the amplicon.
To overcome heterogeneity issues, transplantation of transgenic tumours can provide higher throughput models, for example, for testing therapeutics (Varticovski et al, 2007).
The demand was created, first of all, by law — laws that required, for example, testing for syphilis before marriage, testing for syphilis before induction into the army.
Numerical tests involve for example testing for covariate-by-time interactions or for the presence of a trend in the residuals of the model.
