speaker-confusion-model/code/models/posteriors_adu.stan

// TODO
// use speech rates to set priors on truth_vocs
data {
    int<lower=1> n_classes; // number of classes

    // analysis data block
    int<lower=1> n_recs;
    int<lower=1> n_children;

    array[n_recs] int<lower=1> children;
    array[n_recs] real<lower=1> age;
    array[n_recs] int<lower=-1> siblings;
    array[n_children] int<lower=1> corpus;

    real<lower=0> recs_duration;

    // speaker confusion data block
    int<lower=1> n_clips;   // number of clips
    int<lower=1> n_groups; // number of groups
    int<lower=1> n_corpora;

    int<lower=0> n_validation;

    // actual speech rates
    int<lower=1> n_rates;
    int<lower=1> n_speech_rate_children;

    array [n_rates,n_classes] int<lower=0> speech_rates;
    array [n_rates] int group_corpus;
    vector<lower=0>[n_rates] durations;
    array [n_rates] real<lower=0> speech_rate_age;
    array [n_rates] int<lower=-1> speech_rate_siblings;
    array [n_rates] int<lower=1,upper=n_speech_rate_children> speech_rate_child;

    // parallel processing
    int<lower=1> threads;
}

transformed data {
    array[n_speech_rate_children] int<lower=1> speech_rate_child_corpus;

    array[n_children] int<lower=-1> child_siblings;
    array[n_speech_rate_children] int<lower=-1> speech_rate_child_siblings;
    int no_siblings = 0;
    int has_siblings = 0;

    for (k in 1:n_rates) {
        speech_rate_child_corpus[speech_rate_child[k]] = group_corpus[k];
    }

    for (k in 1:n_recs) {
        child_siblings[children[k]] = siblings[k];
    }

    for (c in 1:n_children) {
        if (child_siblings[c] == 0) {
            no_siblings += 1;
        }
        else if (child_siblings[c] > 0) {
            has_siblings += 1;
        }
    }

    for (k in 1:n_rates) {
        speech_rate_child_siblings[speech_rate_child[k]] = speech_rate_siblings[k];
    }
}

parameters {
    #include "blocks/behavior_model_parameters_adu.stan"
    #include "blocks/human_annotations_parameters_adu.stan"
}

model {
    //actual model
    #include "blocks/behavior_model_priors_adu.stan"
    #include "blocks/human_annotations_adu.stan"
}