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METHOD AND SYSTEM FOR DATA CLASSIFICATION USING A SELF-ORGANIZING MAP

机译:使用自组织映射进行数据分类的方法和系统

摘要

The described embodiments relate to methods and systems for data classification using a self-organizing map. Certain embodiments relate to a method of labeling data for training a classifier, comprising: obtaining data, the data comprising labeled data and unlabeled data; generating a self-organizing map of the data; and a labeling at least some of the unlabeled data based on proximity of the unlabeled data to labeled data within the self-organizing map to generate self-labeled data. The method may include training a classifier based on the labeled and self-labeled data. Other embodiments relate to systems and computer readable media configured to perform, or allow performance of, the method embodiments.
机译:所描述的实施例涉及使用自组织图进行数据分类的方法和系统。某些实施例涉及一种标记数据以训练分类器的方法,该方法包括:获得数据,该数据包括标记数据和未标记数据;以及生成数据的自组织图;以及基于未标记数据与自组织映射内的标记数据的接近度来标记至少一些未标记数据,以生成自标记数据。该方法可以包括基于标记的和自标记的数据训练分类器。其他实施例涉及被配置为执行或允许执行方法实施例的系统和计算机可读介质。

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