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DATA PROCESSING METHOD AND DEVICE, CLASSIFIER TRAINING METHOD AND SYSTEM, AND STORAGE MEDIUM

机译:数据处理方法和装置,分类器训练方法和系统以及存储介质

摘要

A data processing method and device are provided. The method includes: extracting a plurality of data sets from unlabeled data; and for each data set, creating a plurality of sample sets by assigning labels to data samples in the data set, respectively training, for each sample set created from the data set, a classifier by using the sample set and labeled data, obtaining a sample set that corresponds to a trained classifier with the highest performance, and adding the obtained sample set to a candidate training set. Each sample set includes the first preset number of data samples with respective labels, the labels of the data samples in each sample set constitutes a label combination, and label combinations corresponding to different sample sets are different from each other. The method also includes adding a second preset number of sample sets in the candidate training set to the labeled data.
机译:提供了一种数据处理方法和装置。该方法包括:从未标记的数据中提取多个数据集;对于每个数据集,通过给数据集中的数据样本分配标签来创建多个样本集,分别对从该数据集创建的每个样本集进行训练,分别使用该样本集和标注的数据进行分类,得到一个样本与具有最高性能的训练分类器相对应的集合,并将获得的样本集添加到候选训练集中。每个样本集包括具有相应标签的第一预设数量的数据样本,每个样本集中的数据样本的标签构成标签组合,并且与不同样本集相对应的标签组合互不相同。该方法还包括将候选训练集中的第二预设数量的样本集添加到标记数据。

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