TOPIC ISLANDS/sup TM/-a wavelet-based text visualization system

N. Miller, Pak Chung Wong, Mary Brewster, Harlan Foote
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引用次数: 89

Abstract

We present a novel approach to visualize and explore unstructured text. The underlying technology, called TOPIC-O-GRAPHY/sup TM/, applies wavelet transforms to a custom digital signal constructed from words within a document. The resultant multiresolution wavelet energy is used to analyze the characteristics of the narrative flow in the frequency domain, such as theme changes, which is then related to the overall thematic content of the text document using statistical methods. The thematic characteristics of a document can be analyzed at varying degrees of detail, ranging from section-sized text partitions to partitions consisting of a few words. Using this technology, we are developing a visualization system prototype known as TOPIC ISLANDS to browse a document, generate fuzzy document outlines, summarize text by levels of detail and according to user interests, define meaningful subdocuments, query text content, and provide summaries of topic evolution.
一个基于小波的文本可视化系统
我们提出了一种新颖的方法来可视化和探索非结构化文本。底层技术被称为TOPIC-O-GRAPHY/sup TM/,它将小波变换应用于从文档中的单词构建的定制数字信号。由此产生的多分辨率小波能量用于分析频域叙事流的特征,如主题变化,然后使用统计方法将其与文本文档的整体主题内容联系起来。可以对文档的主题特征进行不同程度的详细分析,从节大小的文本分区到由几个单词组成的分区。利用这一技术,我们正在开发一个名为TOPIC ISLANDS的可视化系统原型,用于浏览文档、生成模糊文档大纲、根据用户兴趣按细节级别总结文本、定义有意义的子文档、查询文本内容以及提供主题演变的摘要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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