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Guidelines for Creating a Rule-Based Knowledge Learning System and Their Application to a Chinese Business Card Layout Analysis

机译:创建基于规则的知识学习系统及其在中国名片版式分析中的应用指南

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摘要

Rule selection has long been a problem of great challenge that has to be solved when developing a rule-based knowledge learning system. Many methods have been proposed to evaluate the eligibility of a single rule based on some criteria. However, in a knowledge learning system there is usually a set of rules. These rules are not independent, but interactive. They tend to affect each other alld form a rule- system. In such case) it is no longer reasonable to isolate each rule from others for evaluation. A best rule according to certain criterion is not always the best one for the whole system. Furthermore, the data in the real world from which people want to create their learning system are often ill-defined and inconsistent. In this case, the completeness and consistency criteria for rule selection are no longer essential. In this paper, some ideas about how to solve the rule-selection problem in a systematic way are proposed. These ideas have been applied in the design of a Chinese business card layout analysis system and gained a good result on the training data set of 425 images. The implementation of the system and the result are presented in this paper.
机译:长期以来,规则选择一直是一个巨大的挑战,开发基于规则的知识学习系统时必须解决该挑战。已经提出了许多基于一些标准来评估单个规则的合格性的方法。但是,在知识学习系统中,通常有一组规则。这些规则不是独立的,而是相互影响的。它们往往互相影响,形成规则体系。在这种情况下,将每个规则与其他规则隔离以进行评估不再是合理的。根据某些标准的最佳规则并不总是整个系统的最佳规则。此外,人们想要从中创建学习系统的现实世界中的数据通常是不明确且不一致的。在这种情况下,规则选择的完整性和一致性标准不再是必需的。本文提出了一些有关如何系统地解决规则选择问题的想法。这些想法已被应用于中国名片版面分析系统的设计中,并在425张图像的训练数据集上获得了良好的结果。本文介绍了系统的实现和结果。

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