The Bayesian Regularization (BR) training method with full sampling was employed to train the network.
As compared with the optimal method with full and perfect CSI, the proposed method offers little spectral efficiency degradation with the much lower computational complexity and feedback overhead.
Thermal radiation transfer in one-dimensional parallel plates and two-dimensional rectangle enclosures filled with non-gray gases, namely CO2, H2O, or their mixtures, is calculated using the spectral collocation method with full spectrum k-distribution model (SCM FSK).
The methodology of the meeting adopted all modern means for reaching consensus and included an internet-based Delphi method with full access to published data in a completely 'neutral' environment.
Specifically, in the linear model case (Additional file 2: Table S1), when the between-group contrast is small (δ = 0.3), the naive estimate is seriously biased, but CEM method (with full measurements) has shown significant improvement.
In the logistic regression (Additional file 2: Table S3), when the between-group contrast is small (δ = 0.3), the naive estimate is highly biased, whereas CEM method (with full measurements) adjusts the bias significantly.
UKF-NB-4VCR cells were transfected using the calcium phosphate co-precipitation method with full-length cDNA, encoding the human NCAM-140 kDa isoform inserted in sense of the eukaryotic expression vector pHβ-Apr-1-neo [ 14].
For the purpose of validating the superiority of the proposed reconstruction method, the Finite Element (FE) simulations as well as experiments were performed to compare the performances of the in-situ calibrated reconstructing methods (with both full FBG nodes and reduced FBG nodes) with those of the existing basic reconstruction method.
However, by calculating the Cholesky Decomposition we could compute the kernel method successfully with full accuracy (see Tables S7, S8).
Comparing the two methods using MCMC with full statistics (the line 3 and 4 in Table 1), Hey and Nielsen's method (2004) considered just two populations while Hey's extensive method (2010) considered more than two populations.
