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Estimating reliability of predicted classifications made by a machine learning algorithm

机译:估计由机器学习算法得出的预测分类的可靠性

摘要

A computer-implemented method comprising: obtaining a prediction of a label for a dataset made by a classifier algorithm tool, wherein the classifier is aimed at predicting the label based on a classification model and in view of a set of features defining the dataset; obtaining a reliability prediction of a reliability label relating to the prediction of the classifier tool based on a reliability classifier tool, wherein the reliability classifier tool is aimed at predicting the reliability label based on a classification model and in view of a second set of features; and outputting to a user the label prediction and an associated reliability prediction.
机译:一种计算机实现的方法,包括:通过分类器算法工具获得针对数据集的标签的预测,其中,所述分类器旨在基于分类模型并鉴于定义所述数据集的一组特征来预测所述标签;基于可靠性分类器工具,获得与分类器工具的预测有关的可靠性标签的可靠性预测,其中,可靠性分类器工具旨在基于分类模型并结合第二组特征来预测可靠性标签;将标签预测和相关的可靠性预测输出给用户。

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