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Section 4 describes the synthesis rules, i.e., the transformation of parameters issued by the chironomic interface into synthesizer parameters.
Similar results were obtained when taking the 2000 to 20 000 closest simulated datasets and when using a log or log-tangent transformation of parameters as proposed in Estoup et al. (2004) and Hamilton et al. (2005) (options available in DIYABC).
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To answer the second question, scenario 1 is chosen and posterior distributions of parameters are estimated taking the 20 000 (1%) closest simulated datasets, after applying a logit transformation of parameter values.
The distributions of these parameters were then examined and transformations of parameters included in the reparameterised forms of each growth function as appropriate.
Multiple linear regression analyses were performed with log-transformation of parameters when needed, to obtain normally distributed residuals.
Such back-transformation of parameters is straightforward in a sampling approach such as the one applied here.
For instance, in logistic regression, models are placed on probabilities by assuming that the probability parameters arise from transformations of parameters on the log-odds scale (McCullagh & Nelder, 1989).
Compared to the conventional RBF network training methods, this method can make the transformation of spectral parameters more effective and improve the quality of converted speech.
The solution proposed defines a way of data element identification in transfer networks, solves the transformation of their parameters for neural network input and defines the type and architecture of a suitable neural network.
Box Cox transformation of pharmacokinetic parameters did not improve the fit.
However, as it is usually the case with Bayesian inference, we are aware that the results depend on the parametrization and thus might look different when using uniform priors after a transformation of the parameters.
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