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As a result, instead of a full enumeration of EMs, only a subset of them should be computed, which results in a big computational gain.
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Next, for each connection present in the individual adjacency matrix A and for each metric, the average value over all streamlines comprising the connection was computed, which resulted in a weighted connectivity matrix for each individual subject, for each metric of interest.
Similarly, the efficiency and processing time of the Hadoop system is computed which shows better results.
For each model the function (f(x) = left( {1 - Q_{boot}^{2} } right) + left| {aleft( {Q^{2} } right)} right|) was computed, which takes into account the results obtained with the two validation procedures employed and the model with the smallest f(x) value constitutes the "best" regression model.
The standardized mean difference effect sizes for SCED were computed, which facilitates comparison and integration of the results with group designs.
As a drawback, the results must be computed with dynamic programming, which is slightly less efficient.
In order to assess class membership concordance, individuals were restricted to the forty present in all analyses and both a Rand and an adjusted Rand index were computed, results of which are summarized in Table 4 (see Additional file 2 for class assignments for all samples for each analysis).
These quantities may be computed via linear stability analysis, resulting in formulas which have straightforward logical meaning.
A list of (numeric) frequencies at which the next results should be computed and submitted.
which can be computed in O Δ2) time.
The (numeric) frequency at which the next result should be computed and submitted.
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