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Utilizing grammatical parsing for structured layout analysis

机译:利用语法分析进行结构化布局分析

摘要

Grammatical parsing is utilized to parse structured layouts that are modeled as grammars. This type of parsing provides an optimal parse tree for the structured layout based on a grammatical cost function associated with a global search. Machine learning techniques facilitate in discriminatively selecting features and setting parameters in the grammatical parsing process. In one instance, labeled examples are parsed and a chart is generated. The chart is then converted into a subsequent set of labeled learning examples. Classifiers are then trained utilizing conventional machine learning and the subsequent example set. The classifiers are then employed to facilitate scoring of succedent sub-parses. A global reference grammar can also be established to facilitate in completing varying tasks without requiring additional grammar learning, substantially increasing the efficiency of the structured layout analysis techniques.
机译:语法分析用于分析建模为语法的结构化布局。基于与全局搜索关联的语法成本函数,这种类型的解析为结构化布局提供了最佳的解析树。机器学习技术有助于在语法分析过程中区别地选择特征和设置参数。在一种情况下,解析带标签的示例并生成图表。然后,将图表转换为随后的一组标记学习示例。然后使用常规机器学习和后续示例集对分类器进行训练。然后,使用分类器来对成功的子短语进行评分。还可以建立全局参考语法,以帮助完成各种任务而无需其他语法学习,从而大大提高了结构化布局分析技术的效率。

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