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The identified Multi-Layer Perceptron (MLP) neural network model yields small verification error compared with that of the adaptive Radial Base Function (RBF) neural network model.
Based on this small verification we performed protein quantification by ELISA for CAPS and MX1 on 79 and 89 breast tumor homogenates respectively.
The Department of Medical Biochemistry performed a small verification analysis, using serum and citrate plasma from 21 healthy volunteers (data not published).
Indications that 20 may be too small a number for robust estimates of skill can be found in studies, e.g., by Müller et al. [ 2005] who showed that robust results for the seasonal forecast skill of the NAO index were not stable with a sample size of 20 and by Kumar [ 2009] demonstrating the effect on skill measures of small verification time series due to sampling error.
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Costly in computing time, but offering strong guarantees, this small-scale verification technique complements DeepXplore's full-scale testing approach, said ReluPlex co-developer Clark Barrett, a computer scientist at Stanford.
Though some biomarkers show high sensitivity or specificity, it should be noted that small-scale verification in retrospectively selected samples from one institute might not represent a general test with sample prospectively collected from multiple institutions.
This is changing though: one of the biggest mooc organisers, Coursera, is trialling facial recognition software to monitor students, and charging a small fee for verification.
Therefore, in order to meet the special requirements of the dynamic and thermal stability, a new prototype design structure of dry-type air-core water-cooling reactor with epoxy resin casting technique is presented, which is based on the theoretical analysis, finite-element simulation calculation and small prototype test verification.
Keeping the number of measurements small, considerably simplifies verification of the system state.
Due to small sample size, verification of the MLP classifier with accuracy, sensitivity, and specificity in more large population from different race and regions would be important before considering clinical use.
The purpose of this paper is to design a congestion controller for TCP/AQM networks based on the H∞ control theory, and validate the effectiveness of the designed H∞ congestion controller via a testbed which is the small-scale network for verification of the designed E∞ congestion controller.
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