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The classification efficiency of the training data set and the generalization data of the new Logistic Regression PUNN model (LRPU) were compared with Linear Logistic Regression (LLR) and Polynomial Logistic Regression (PLR) models.
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In purpose of evaluating the generalization the data distribution between the modeling data and the testing data, the 10-fold cross-validation is performed.
Besides striking a delicate balance between individualization and generalization of data, the ELAS calculator strives for data coherence.
By doing so, the generalization and data diversity are increased.
Using a multiple-baseline design, the effects of the team performance-feedback were evaluated for the target student, and for generalization to data collection for all classroom students.
D-PNN is a new type of neural network, which function approximation and dependence of variables identification is based on a generalization of data relations.
The Immunos2 implementation is the same as Immunos1 only seeks to provide some form of primary generalization via data reduction, so the closer representation to basic Immunos [33].
The examination of the strengths and deficiencies was done using the following virtues as the basic criteria: robustness against noise, self-organization, generalization ability, data volume requirements and the convergence speed.
Although it is an off-line procedure from the traditional concept, however, due to the fast variability of operation point including unexpected topology change, updating training samples ensures generalization of data.
These discordant findings emphasize the need for cautious interpretative generalization of data obtained under different conditions and anaesthesia.
Finally, CEB does allow for the generalization of data and an understanding that can provide the basis for further analysis [ 15].
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CEO of Professional Science Editing for Scientists @ prosciediting.com