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We also used a two-step semantic similarity based method implemented by R package csbl.go [ 51].
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In the present study, three methods were used: a distance-based method called ParaFit implemented in CopyCat [ 80] and topology (or tree -based metree -basedmethodsimplementednd TreeMap 3 (developed by Mine Charleston and available at http://sites.google.com/site/cophylogeny).
It is based on an existing method implemented by Rueckert, as described in the following.
For this reason, the phylogenetic method we used to reconstruct relationships was based primarily on the Bayesian method implemented by MrBayes, Ver. 3.1 [ 79, 80].
Upper and lower thresholds, the approximate points at which the subject is 25% or 75% likely to judge the stimulus as longer, were calculated using the bias corrected (BC) bootstrap method implemented by psignifit, based on 4999 simulations [25].
All of these machine learning based methods are implemented by using WEKA software package with default parameters setting and carried out 10-fold cross-validation based on topological features and biological features mentioned in section Method.
Three methods for stratification correction were evaluated, including a mixed model method implemented by EMMAX [ 3], a GLS method based on intraclass correlation [ 7], and a PCA method [ 2].
The method implemented by Wennberg and colleagues at Dartmouth employs a simple plurality rule, grouping areal units based on a single CI value, not their overall patterns of utilization [ 21].
The Bayesian method implemented by NEWHYBRIDS 1.1.
The gating method is based on a method implemented in [16, 17] by Dugan.
This model is implemented by the coefficient-of-variation based method.
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