Language-independent extractive automatic text summarization based on automatic keyword extraction

Angel Hernandez-Castaneda; Rene Arnulfo Garcia-Hernandez; Yulia Ledeneva; Christian Eduardo Millan-Hernandez

首页> 外文期刊>Computer speech and language >Language-independent extractive automatic text summarization based on automatic keyword extraction

【24h】

Language-independent extractive automatic text summarization based on automatic keyword extraction

机译：基于自动关键字提取的语言独立的提取自动文本摘要

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

页面导航

摘要
著录项
相似文献
相关主题

摘要

This study proposes a language and domain independent approach for automatic extractive text summarization (EATS) tasks, which is based on a clustering scheme supported by a genetic algorithm (GA), to find an optimal grouping of sentences. Furthermore, our approach includes a topic modeling algorithm to find the key sentences in clusters based on automatically generated keywords. Our experimental results show that our system outperforms previous methods through the application of two general steps: clustering, which helps to increase coverage, and the addition of semantic information to the model, which facilitates the detection of the key sentences in the clusters and improves precision.

机译：本研究提出了一种语言和域的自动提取文本摘要（饮食）任务的语言和域名，其基于遗传算法（GA）支持的聚类方案，以找到最佳的句子分组。此外，我们的方法包括一个主题建模算法，用于基于自动生成的关键字找到群集中的密钥句。我们的实验结果表明，我们的系统通过应用两个一般步骤：群集有助于增加覆盖的群集，以及向模型添加语义信息的群集，这有助于检测群集中的密钥句并提高精度并提高精度。

著录项

来源
《Computer speech and language》 |2022年第1期|101267.1-101267.15|共15页
作者
Angel Hernandez-Castaneda; Rene Arnulfo Garcia-Hernandez; Yulia Ledeneva; Christian Eduardo Millan-Hernandez;
展开▼
作者单位

Catedras CONACyT Av. Insurgentes Sur 1582 Col. Credito Constructor. C.P. 03940 Mexico Autonomous University of the State of Mexico Institute Literario 100. C.P. 50000 Col. Centra. Mexico State Mexico;

Autonomous University of the State of Mexico Institute Literario 100. C.P. 50000 Col. Centra. Mexico State Mexico;

Autonomous University of the State of Mexico Institute Literario 100. C.P. 50000 Col. Centra. Mexico State Mexico;

Autonomous University of the State of Mexico Institute Literario 100. C.P. 50000 Col. Centra. Mexico State Mexico;

展开▼
收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Automatic summarization; Genetic algorithm; Topic modeling; Extractive summaries; Keywords;

机译：自动摘要;遗传算法;主题建模;提取摘要;关键词;

相似文献

外文文献
中文文献
专利

1. An Algebraic Approach for Sentence Based Feature Extraction Applied for Automatic Text Summarization [J] . Nowshath Kadhar Batcha, Normaziah Abdul Aziz Advanced Science Letters . 2014,第1期

机译：一种基于句子的特征提取的代数方法，用于文本自动摘要
2. Automatic Arabic Text Summarization System(AATSS) Based on Semantic Features Extraction [J] . Nabil M. Hewahi, Kathrein Abu Kwaik International journal of technology diffusion . 2012,第2期

机译：基于语义特征提取的阿拉伯文本自动摘要系统（AATSS）
3. Biogeography-Based Optimization Algorithm for Automatic Extractive Text Summarization [J] . Seyed Hossein MirShojaee, Behrooz Masoumi, Esmaeel Zeinali International Journal of Industrial Engineering & Production Research . 2017,第1期

机译：基于生物地理的自动提取文本摘要优化算法
4. Chinese Automatic Text Summarization Based on Keyword Extraction [C] . International Workshop on Database Technology and Applications . 2009

机译：基于关键字提取的中国自动文本摘要
5. Identifying the gist of conversational text: Automatic keyword extraction and summarization. [D] . Liu, Fei. 2011

机译：识别对话文本的要点：自动关键词提取和汇总。
6. The Fractal Patterns of Words in a Text: A Method for Automatic Keyword Extraction [O] . Elham Najafi, Amir H. Darooneh -1

机译：文本中词的分形模式：一种自动关键词提取方法
7. Automatic Keyword and Sentence-Based Text Summarization for Software Bug Reports [O] . Shubhra Goyal Jindal, Arvinder Kaur 2020

机译：软件错误报告的自动关键字和基于句子的文本摘要

Language-independent extractive automatic text summarization based on automatic keyword extraction

摘要

著录项

相似文献

相关主题

期刊订阅