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The ANN learning technique had a maximal value of R = 0.660 with the P+13 feature mapping method (the method PSBC combined with N-Grams of length 1 through 3) and minimal values of MSE = 0.025 with the PSBC method.
The SVM learning technique had a maximal value of R = 0.711 and minimal values of MSE = 0.020 both with the P+25 mapping method (the method PSBC combined with N-Grams of length 2 through 5), Table 2. Within the ANN learning technique, the feature mapping method that produced the model with the highest precision is the P+13 method, with a mean R = 0.660 under 10-fold cross validation.
In the interval mapping method, the putative QTL is assumed to be located in a continuous region Γ.
An alternative mapping method, the linking approach that has not yet been empirically tested could be explored in future studies [ 37].
For each simulation and for each mapping method, the maximum (i.e. worst) rank among the set of causal markers was recorded in each noise level.
As in the interval mapping method, the parameters α and β in model 1994 indicate the additive effect and the dominance effect, respectively.
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Although the resolution is relatively good in comparison to traditional QTL mapping methods, the QTLs detected by the in silico methods still spanned 2 4 MB.
To improve the robustness of Bayesian QTL mapping methods, the normal distribution for residuals is replaced with a skewed Student- t distribution.
Based on the Gauss map method, the comprehensive analysis of envelope profiles of the tool is accomplished.
In the Polar Map method, the number of analyses of ROIs surrounding a stem can be substantially increased.
The former will be read and processed by the map method; the latter, transferred to output records by the reduce method.
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