fit_predict_proba

crowdkit.aggregation.classification.dawid_skene.DawidSkene.fit_predict_proba | Source code

fit_predict_proba(self, data: DataFrame)

Fit the model and return probability distributions on labels for each task.

Parameters Description

ParametersTypeDescription
dataDataFrame

Workers' labeling results. A pandas.DataFrame containing task, worker and label columns.

  • Returns:

    Tasks' label probability distributions. A pandas.DataFrame indexed by task such that result.loc[task, label] is the probability of task's true label to be equal to label. Each probability is between 0 and 1, all task's probabilities should sum up to 1

  • Return type:

    DataFrame

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