Text Manifold Based on Semantic Analysis

YANG Zhen; FAN Ke-feng; LEI Jian-jun; GUO Jun

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Text Manifold Based on Semantic Analysis

更新时间：2025-07-16

- Text Manifold Based on Semantic Analysis
- Acta Electronica Sinica Vol. 37, Issue 3, Pages: 557-561(2009)
- 作者机构：
  
  1. 北京工业大学计算机学院,北京,100124
  2. 北京邮电大学网络与交换国家重点实验室信息安全中心,北京,100876
  3. 中国电子技术标准化研究所,北京,100007
  4. 天津大学电子信息工程学院,天津,300072
  5. 北京邮电大学信息与通信工程学院,北京,100876
  6. 北京工业大学计算机学院北京,100124
  7. 北京邮电大学网络与交换国家重点实验室信息安全中心北京,100876
  8. 中国电子技术标准化研究所北京,100007
  9. 天津大学电子信息工程学院天津,300072
  10. 北京邮电大学信息与通信工程学院北京,100876
- 作者简介：
- 基金信息：
- DOI：
  CLC： TP391.1
- Published：2009
- 稿件说明：
移动端阅览
YANG Zhen, FAN Ke-feng, LEI Jian-jun, et al. Text Manifold Based on Semantic Analysis[J]. Acta Electronica Sinica, 2009, 37(3): 557-561.
DOI：

YANG Zhen, FAN Ke-feng, LEI Jian-jun, et al. Text Manifold Based on Semantic Analysis[J]. Acta Electronica Sinica, 2009, 37(3): 557-561. DOI：

摘要

本文通过引入包括Isomap流形降维、查询语义词典(WordNet)等高度非线性的方法

期望将文本信息处理领域长期专注于"语法"层次的研究

演进到"语义"的层次.利用流形学习工具研究了中文词汇在语义空间(分类空间)的分布聚集情况

通过利用WordNet词典进行了短信聚类的研究.实验结果表明

本文的方法能够更好地反映文本之间的内在联系.

Abstract

By using the non-linear operators (such as Isomap

WordNet etc.)

how to promote the traditional text information processing techniques to "understanding" level was discussed.Based on manifold analysis

the distribution of Chinese words in a continuous semantic space was primarily studied.Short messages clustering based on WordNet was investigated.Experimental results prove that these methods can reflect the internal relation of texts.

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