To improve the accuracy of the PLS discriminated model, OPLS DA was used to analysis the results by removing some redundant information, such as environmental factors, gender, and diet.
Finally, signal was amplified (ACA-4-35N, Becker&Hickl, Germany), discriminated (Model 6915, Phillips Scientific, NJ, USA), and TTL pulses were counted by the ISS 3-axis data acquisition card (ISS, IL, USA).
Therefore, a robust optimal experimental design (OED) for model discrimination can be used to discriminate models based on their response probability distribution functions (PDFs).
An optimal experimental design method for model discrimination for polynomial uncertain systems is presented that can be used to discriminate models based on dissimilarity of the probability densities of the model outputs.
The essence of the extreme hobbyist is a variable mix of obsession, acquisitiveness and nostalgia, said Allan Spitz, the owner of the Red Caboose, the quirky Midtown Manhattan mecca for discriminating model-builders.
The box-plot and the abundance-area were the most meaningful patterns to discriminate models in terms of their ability to represent the observed patterns.
A limitation of these methods is that they are not well-adapted to discriminating models of dynamical systems under conditions of limited measurability.
Therefore, the power to discriminate models with this statistic was low, and it never discriminated among models or rejected any model (Table 2).
Cross-validation or, even better, validation on independent data sets—is essential to disCross-validation orrovevent from overfitting.
The small range in age and body weight of the patients in the zidovudine data set made it difficult to discriminate model performance between submodels.
