Improving the precision of the keyword-matching pornographic text filtering method using a hybrid model.

Gui-yang Su, Jian-hua Li, Ying-hua Ma, Sheng-hong Li
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引用次数: 22

Abstract

With the flooding of pornographic information on the Internet, how to keep people away from that offensive information is becoming one of the most important research areas in network information security. Some applications which can block or filter such information are used. Approaches in those systems can be roughly classified into two kinds: metadata based and content based. With the development of distributed technologies, content based filtering technologies will play a more and more important role in filtering systems. Keyword matching is a content based method used widely in harmful text filtering. Experiments to evaluate the recall and precision of the method showed that the precision of the method is not satisfactory, though the recall of the method is rather high. According to the results, a new pornographic text filtering model based on reconfirming is put forward. Experiments showed that the model is practical, has less loss of recall than the single keyword matching method, and has higher precision.

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利用混合模型提高关键字匹配色情文本过滤方法的精度。
随着网络上色情信息的泛滥,如何使人们远离色情信息已成为网络信息安全的重要研究领域之一。一些应用程序可以阻止或过滤这些信息。这些系统中的方法可以大致分为两类:基于元数据的和基于内容的。随着分布式技术的发展,基于内容的过滤技术将在过滤系统中发挥越来越重要的作用。关键词匹配是一种基于内容的有害文本过滤方法。对该方法的查全率和查全率进行了实验评价,结果表明,该方法查全率较高,但查全率并不理想。在此基础上,提出了一种新的基于再确认的色情文本过滤模型。实验表明,该模型具有实用性,比单一关键词匹配方法具有更小的查全率损失,具有更高的查准率。
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