The Research of Text Classification Technology Based on Improved Maximum Entropy Model

被引：2
|
作者：
Yin, Chunyong [1 ]
Xi, Jinwen [1 ]
Wang, Jin [1 ]
机构：
[1] Nanjing Univ Informat Sci & Technol, Jiangsu Key Lab Meteorol Observat & Informat Proc, Jiangsu Engn Ctr Network Monitoring, Sch Comp & Software, Nanjing, Jiangsu, Peoples R China
来源：
2015 FIRST INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE THEORY, SYSTEMS AND APPLICATIONS (CCITSA 2015) | 2015年
基金：
中国国家自然科学基金;
关键词：
text categorization; maximum entropy models; pretreatment; feature selection;
D O I：
10.1109/CCITSA.2015.12
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, it studies the Techniques of Text Categorization based on maximum entropy models, and gives technical solutions for the network through improved technology, which contains a large number of documents. This paper describes an method based on improved maximum entropy model for text classification, a features selection method and pretreatment methods, the experimental results with good accuracy and recall, has played a certain role for large amounts of text, to meet the requirements of practical application.
引用
收藏
页码：142 / 145
页数：4
相关论文
共 50 条
  • [21] Social emotion classification of short text via topic-level maximum entropy model
    Rao, Yanghui
    Xie, Haoran
    Li, Jun
    Jin, Fengmei
    Wang, Fu Lee
    Li, Qing
    INFORMATION & MANAGEMENT, 2016, 53 (08) : 978 - 986
  • [22] Multi-label maximum entropy model for social emotion classification over short text
    Li, Jun
    Rao, Yanghui
    Jin, Fengmei
    Chen, Huijun
    Xiang, Xiyun
    NEUROCOMPUTING, 2016, 210 : 247 - 256
  • [23] IMPROVED TOPIC CLASSIFICATION OVER MAXIMUM ENTROPY MODEL USING K-NORM BASED NEW OBJECTIVES
    Li, Xiang
    Jan, Ea-Ee
    Wu, Cheng
    Lubensky, David
    INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5, 2006, : 329 - 332
  • [24] Research on ore prospecting prediction based on maximum entropy model
    Zhen Chen
    Arabian Journal of Geosciences, 2024, 17 (1)
  • [25] A Classification Method of Vietnamese News Events Based on Maximum Entropy Model
    Zhu Li-juan
    Zhou Feng
    Pan Qing-qing
    Yan Xin
    Yu Zheng-tao
    2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 3981 - 3986
  • [26] Maximum entropy model-based baseball highlight detection and classification
    Gong, YH
    Han, M
    Hua, W
    Xu, W
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2004, 96 (02) : 181 - 199
  • [27] Automatic Emergency Information Classification Based on Rules and Maximum Entropy Model
    Wei, Bei-Bei
    Chen, Tao
    Yang, Ji-Xing
    Tan, Cong-Ming
    2016 INTERNATIONAL CONFERENCE ON SERVICE SCIENCE, TECHNOLOGY AND ENGINEERING (SSTE 2016), 2016, : 116 - 121
  • [28] Using maximum entropy model for Chinese text categorization
    Li, RL
    Tao, XP
    Tang, L
    Hu, YF
    ADVANCED WEB TECHNOLOGIES AND APPLICATIONS, 2004, 3007 : 578 - 587
  • [29] TextANN: An Improved Text Classification Model Based on Data Augmentation
    Li, Hong
    Yang, Xiaosheng
    Yang, Guoqing
    Ouyang, Xiaogang
    Chen, Yu
    Wang, Xueqing
    2018 INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, BIG DATA AND BLOCKCHAIN (ICCBB 2018), 2018, : 160 - 163
  • [30] Research on method of text classification rule extraction based on genetic algorithm and entropy
    Computer Engineering Department of Nanhai Campus, South China Normal University, Foshan 528225, China
    Zhongshan Daxue Xuebao, 2007, 5 (18-21+24):
12345