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The classical Online SOM uses (eta _{i}=0.1) and (sigma _{i}=2sqrt{K}), decreasing monotonically to (eta _{f}=0.01) and (sigma _{f}=1) respectively; PLSOM uses a single parameter (gamma) called neighborhood range and the values yielding the best results for the used lattice size were (gamma = 65,37,35,130)) for the Gauss, Chain, Hepta and Clouds data streams, respectively.
We employed two different models of character evolution, the Mk1 model which uses a single parameter for the rate of change and the AsymmMk model which uses two parameters and thus allows for a bias in gains versus losses.
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The application of the proposed volume-based fractal model for characterizing the PSD using a single parameter was found to be very useful.
Experimental results analysis of this study was the basis for drawing the following conclusions: (1) The application of the proposed volume-based fractal model for characterizing the PSD using a single parameter was found to be very useful.
We obtained an IGpe of ≤0.03 using a single parameter.
Alternative, the controller can be tuned using a single parameter.
Hence, the use of shift distribution has to be justified over using a single parameter for the process shift.
It also appears possible to model the in-situ dilation decay rate using a single parameter, instead of separate parameters for unconfined and confined conditions.
These PDFs are modeled using a single parameter, Modified Gaussian distribution and used to generate design time series with a given expected value at a specific time.
When tested against the ISPRS LIDAR reference dataset, SMRF achieved a mean 85.4% Kappa score when using a single parameter set and 90.02% when optimized.
For comparison between two tracers, the two-sided Wilcoxon rank-sum test was applied for all PET parameters, SUV, and the fractal dimension (FD), using a single parameter analysis.
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