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The reasonable fitting over two orders of magnitude in R□ points to the precursor of the KT transition.
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Although a reasonable fitting accuracy has been achieved, its computation time was too long, typically over 10 s to model a single pulse.
For pore protein distributions in that same direction, a third broad Gaussian function centered on the distribution was required for reasonable fitting of the distribution.
"Is that reasonable?" he asked, over and over again.
The results display that the value/percentage of data assigned for training set must be balanced and reasonable to avoid over-fitting problem, and also achieve an accurate and tested prediction.
Given the large variability in measurements of biomarkers in human subjects and the sparsity of data, we chose parameter values that produced reasonable fits across all data points rather than parameter sets that resulted in over fitting of some data points at the cost of others (Supplementary Text S3).
The over-fitting and over-learning can be effectively avoided in this way.
Training is the major reason for model over-fitting [ 3].
All regression fittings (over 1500 lines) gave R≥0.99.
The reason for this is when the grouping scale is moderate, neither under-fitting nor over-fitting will happen.
This avoids under-fitting or over-fitting as often observed upon hard knowledge integration [ 54].
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CEO of Professional Science Editing for Scientists @ prosciediting.com