Sentence examples for of different regularization from inspiring English sources
A study of the effect of different regularization methods is therefore carried out.
Table 1 shows the porosity errors of different regularization parameter selection methods, and finds that the DP method occasionally obtains a large porosity error, and the porosity errors of the GCV, S-curve, L-curve, and slope of L-curve methods are close.
This may be potentially a result of different regularization mechanisms in these methods and deserves further investigation.
Recently, many authors studied zero points of monotone operators based on different regularization methods; see [17 29] and the references therein.
In order to have a reproducible comparison of the different regularization approaches, we generated two synthetic scenarios: M=128 EEG electrodes, T=161 time instants, N=413 current sources within the brain, but only 12 of them are active: 4 main active sources with their corresponding 2 nearest neighbor sources are also active.
The results presented in Fig. 3 were chosen out of a multitude of results obtained with different regularization parameters λ, cf. Eq. (13).
In this subsection, the effect of regularization constraints is analyzed using a simulated low-light image with σ=5. Figure 3 shows the results of proposed method using various different regularization parameters to analyze the effect of each regularization constraint.
In particular, we investigated the performance of four different regularizations: (i) ridge with uniform prior, (ii) ridge with mean prior, (iii) LASSO and (iv) elastic net.
Different regularization strength of the reflectance is enforced to get more accurate results for non-uniform illumination images.
To enforce the sparsity of the phase errors three different regularization terms are proposed within the same framework.
We study the numerical sensitivity, by adding random noise of size ε (testing 1%, 0.1% and 0.01%) and studying the regularized reconstruction with different regularization parameters.
