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Word Folding: Taking the Snapshot of Words Instead of the Whole

机译:单词折叠:拍摄单词的快照而不是整体

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The snapshot of a word means the most informative fragment of the word. By taking the snapshot instead of the whole, the value space of lexical features can be significantly reduced. Prom the perspective of machine learning, a small space of feature values implies a loss of information but less data-spareness and less unseen data. The snapshot of words can be taken by using the word folding technique, the goal of which is to reduce the value space of lexical features while minimizing the loss of information.
机译:单词的快照表示单词的最具信息性的片段。通过拍摄快照而不是整体,可以显着减少词汇特征的值空间。截图机器学习的角度,一个小空间的特征值意味着丢失信息,但数据罚款较少,并且不那么看不见的数据。可以使用单词折叠技术来拍摄单词的快照,其目标是减少词汇特征的值空间,同时最小化信息丢失。

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