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This fact suggests that IPknot will work satisfactorily on average if we select the number of decomposed levels m=2.
The proposed model predicts the data satisfactorily with an average absolute relative error of 3.81% and 3.91% in training and testing subsets, respectively.
The 7-4-2 ANN (including bias neuron) model is found to be working satisfactorily with an average relative error of 0.352 and sum square error of 10.065 during testing phase, indicating that the model is able to predict the biosorption process with reasonable accuracy.
This step implicitly relies on the hypothesis that the kinetic model chosen to establish precalculated tables satisfactorily reflects the average kinetics of the radiopharmaceutical in subjects of interest.
If the amount of data is satisfactorily large, the average zero-one loss can be estimated by using computer intensive resampling methods such as cross-validation.
Candidates for the doctoral degree must satisfactorily complete (with an average grade of B or better) an approved program of two advanced subjects (24 units) that are closely related to the student's doctoral thesis topic.
The model was also found to be working satisfactorily as evidenced with average relative error of 0.352 and sum square error of 10.065 during testing phase to predict the biosorption efficiency with reasonable accuracy.
Comparison with data shows that, whereas calculations capture satisfactorily the evolution of the average composite flow stress as a function of notch radius at small strains, the notched samples damage faster and fail at strains lower than predicted.
In practice, however, many physical properties can be satisfactorily approximated by performing an average (or a summation) over a finite number of small parts of the sample.
Another strategy is just analyzing the results for musical instruments which perform satisfactorily, e.g., for trumpet, the average F value is 0.84 in the predominant case, and in the monophonic case, an almost perfect performance of 0.97 is achieved.
The numerical simulations demonstrated that a discrete model based on locally averaged mean curvature satisfactorily reproduces the mechanical behavior determined by Helfrich's isotropic continuum model, whereas a discrete model without the averaging exhibited different deformation behavior.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com