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In practice, the number of nearest neighbors (i.e., the value of k for k-nearest neighbors) is determined by a validation test in which the training data are further divided into two subsets at random.
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As we were aware of this potential issue early on, even before performing any extensive analysis of data we separately ran a validation test by comparing PCA on rank-transformed variables to that on the original data.
A numerical simulation technique was used to design the calibration object, followed by a phantom validation test of a prototype to verify the performance of the novel object, and to compare the measurement reliability to the conventional calibration cage.
The accuracy of the established ANN was validated by an internal validation test as well as an external validation test.
At last, the effectiveness of the Al/CuO nEMFs was proved by a design validation testing and initiator with Al/CuO nEMFs had better firing capability.
The prediction models have also been validated by cross validation test.
GLM using stepwise regression revealed a highly significant association, confirmed by a cross-validation test, between lesions MRI characteristics of lesions and three clinical scores (Table 2).
The concept and design of DREAMS-SIS are here presented and its operating principles, supported by preliminary results from a short validation test, are described.
In addition, the feasibility of using marker-assisted selection (MAS) for transferring those genetic factors was explored by testing the bias of each QTL by cross validation test.
The optimal parameter levels are confirmed by validation test.
The optimal parameter levels are attested by validation test.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com