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In the PW model, for a given pair of classes, a group of marker genes only distinguishes samples from one class of the pair of classes against samples from the other class of the pair of classes.
A classifier was trained using the pair of classes that provided best discrimination: CSP filters were calculated on the band-pass filtered signals and the log-variance of the spatially filtered signals were used to train a LDA.
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Hence, we opt to continue by increasing the threshold for the similarities of the pairs of classes (i.e., this corresponds to each entry of the dissimilarity matrix).
In case of our models (OVA and PW), marker genes contain non-zero class mean for each of the classes (OVA model) or non-zero class means for each of the pairs of classes (PW model) that they mark, and zero class means for all other classes.
To test whether IS elements were distributed randomly in the pair of orientation classes, counts were contrasted against a random binomial distribution with P = 0.5 and a two-tailed P value was calculated (supplementary table S3, Supplementary Material online).
Work began on the pair of Pisa-class ships in August 1904, nearly a year before the keel of Amalfi, named after the eponymous city, was laid down on 24 July 1905 at the Cantieri navali Odero shipyard in Sestri Ponente.
Furthermore, instead of using the between-class scatter matrix directly, the above equation tries to maximize the distance between the two projected means from the closest pair of classes.
By analysing sequences taken at random from the whole human genome, we find the pairs of mosaic classes described in Table 1.
We denote the separation between a pair of classes as measured using the Euclidean distance as d e, and the separation between a pair of classes as measured using the Manhattan distance as d m.
In the moments feature computation part, pseudo-Zernike moments features selected based on the degree of overlapping between each pair of classes of the signal data set are extracted from the spectrograms for its good invariance properties, which consist of ψ 3,3 feature and ψ 2,0, ψ 5,1 features.
The balance between the four pairs of classes varies with the factor and there may be a preferred orientation/choice of strand as may be seen from the example results for ZNF263 and SRF shown in Figures 2B and 2C.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com