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We have generated extensively cross-validated benchmark datasets that can be used to fine tune analysis algorithms both for long oligonucleotide microarray and short-read, tag-based gene expression data.
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Since such generators require a fine tuning, analysis tools are provided both for visual inspection (Figure 8b-2) as well as for the quantification of key metrics (e.g., clustering coefficient in Figure 8b-3 or degree distribution in Figure 8b-4).
A fine-tune analysis of damage evolution between subsequent impacts using a numerical procedure including a cohesive mixed-mode damage model was also performed.
Additionally, we performed a fine-tune analysis using the ClonalFrame phylogenetic tree comparison tool, which allows the visualization of the level of confidence (based on a color scale) in each node of the consensus tree of a first run according to the output data of a second run.
These results demonstrate the utility of using an objective criteria based on functional information in the literature to fine tune statistical analysis of high-throughput experiments.
As a caveat to this section, it should be noted that the derivation of the funding information from the abstracts is inferential, since no dollar figures are provided in the abstracts, and we did not make any attempt to fine tune our analysis to individual funding mechanisms but counted each listed grant equally.
This user friendly interface allows users unfamiliar with the underlying software tools to fine tune the analysis parameters, without overwhelming them with features or rarely used options.
In order to fine tune the analysis to the specific characteristics of different experimental systems, all of the parameters can be adjusted by the user via dialogue windows (Additional file 2 and Additional file 3).
Although this is far short of the nearly perfect scores of retinal scans and fingerprinting, the work is at an early stage and the researchers expect that with fine tuning the analysis will become more accurate.They are planning to tweak the algorithm to look at more features of the knee and to try magnetic-resonance imaging (MRI) to produce images of soft tissue in greater detail.
The evaporation of such a layer of known composition (Al/(Ga+Al) = 5.6% as determined from EDX) allows fine tuning of the analysis parameters (the laser energy is varied to obtain the correct Al/(Al+Ga) ratio) before reaching the stack.
A design of experiment is used to fine tune the proposed approach via proper analysis of PSO parameters interaction.
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