Research on Key Technologies of Preschool Video Site Searching System

Wang Ning
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Abstract

This paper designs a preschool education-based video source searching system. It mainly focuses on multimedia resources extraction in Web pages and multimedia noise filter in Web pages to provide multimedia resource research service for people in preschool education field. We study TF-IDF function implemented in text classification, integrate relevant knowledge of information theory and further find out potential relationship of characterized characteristic items between the distributions among class and distribution information inside class. We further put forward an improved TF-IDF function used in text classification and introduce each step from training set arrangement to classifier evaluation in detail including difficulties we met and their solutions. By concluding a series of characteristics in non-thematic related resources we design principle-based video class noise filtration algorithm.
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学前视频网站搜索系统关键技术研究
本文设计了一个基于学前教育的视频源搜索系统。主要针对网页中的多媒体资源提取和网页中的多媒体噪声过滤,为学前教育领域的人们提供多媒体资源研究服务。研究文本分类中实现的TF-IDF函数,整合信息论的相关知识,进一步找出特征项在类间分布与类内分布信息之间的潜在关系。我们进一步提出了一种用于文本分类的改进TF-IDF函数,并详细介绍了从训练集编排到分类器评估的每一步,包括我们遇到的困难和解决方法。通过总结非主题相关资源的一系列特点,设计了基于原理的视频类噪声过滤算法。
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