Indeed, the paper [16] also analyzes the generalization performance of the two ML-based blocks separately and discusses model selection details.
In principle, there is a better consistency between the data selection detailed in the previous section and the data selection applied in the dedicated chain for the core field (Lesur et al., 2010; Rother et al., 2013), particularly at night times.
After the two-round hybridization selection (details see Materials and Methods) and comparison with the genome-wide physical contig map, a total of 5,005 positive clones were identified for fingerprinting.
The selection (detailed in Tables 2 and 3) covers from well known trophic factors like BDNF, CNTF, GDNF, FGF2, or Midkine, to morphogens like BMP2, BMP4 and TGFβ as well as ECM and basal laminae proteins like Laminin, L1CAM or NR-CAM, membrane molecules like Cadherin-4, and the less known axon growth promoters Meteorin, Galanin (GAL) or Glucose-6 Phosphate Isomerase.
Parameter selection details are provided in Supplementary Material.
Dose selection details for both trials are detailed in the Supplementary Material.
" Competitive hypothesis selection" Details about processing and classifier training are given in [ 7].
Established regulators of cell division and suspected pseudogenes were removed from the list (See Materials and Methods section for gene selection details).
The yield of SNPs from each of 253 pairwise genotype alignments of ESTs (see Supplemental Text for SNP selection details, Additional File 1) revealed a strong linear relationship (r2 = 0.84) between the number of SNPs and the product of the number of ESTs.
The study also covers the most well-known CoMP types such as coordinated scheduling and beamforming, joint transmission and dynamic point selection in detail along with its issues and current possible solutions.
