Automatic categorization of questions for user-interactive question answering

被引:6
|
作者
Song, Wanpeng [1 ,2 ,3 ]
Liu Wenyin [1 ,3 ]
Gu, Naijie [1 ,2 ]
Quan, Xiaojun [3 ]
Hao, Tianyong [3 ]
机构
[1] CityU USTC Adv Res Inst, Joint Res Lab Excellence, Suzhou, Peoples R China
[2] Univ Sci & Technol China, Dept Comp Sci & Technol, Hefei 230026, Peoples R China
[3] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
关键词
Question answering; Question categorization; Text similarity calculation;
D O I
10.1016/j.ipm.2010.03.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Question categorization, which suggests one of a set of predefined categories to a user's question according to the question's topic or content, is a useful technique in user-interactive question answering systems. In this paper, we propose an automatic method for question categorization in a user-interactive question answering system. This method includes four steps: feature space construction, topic-wise words identification and weighting, semantic mapping, and similarity calculation. We firstly construct the feature space based on all accumulated questions and calculate the feature vector of each predefined category which contains certain accumulated questions. When a new question is posted, the semantic pattern of the question is used to identify and weigh the important words of the question. After that, the question is semantically mapped into the constructed feature space to enrich its representation. Finally, the similarity between the question and each category is calculated based on their feature vectors. The category with the highest similarity is assigned to the question. The experimental results show that our proposed method achieves good categorization precision and outperforms the traditional categorization methods on the selected test questions. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:147 / 156
页数:10
相关论文
共 50 条
  • [1] Automatic generation of semantic patterns for user-interactive question answering
    Hao, Tianyong
    Song, Wanpeng
    Hu, Dawei
    Liu, Wenyin
    INFORMATION RETRIEVAL TECHNOLOGY, 2008, 4993 : 632 - 637
  • [2] Semantic patterns for user-interactive question answering
    Hao, Tianyong
    Hu, Dawei
    Liu, Wenyin
    Zeng, Qingtian
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2008, 20 (07): : 783 - 799
  • [3] A user reputation model for a user-interactive question answering system
    Chen, Wei
    Zeng, Qingtian
    Liu, Wenyin
    Hao, Tianyong
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2007, 19 (15): : 2091 - 2103
  • [4] Mathematical Modeling of Question Popularity in User-Interactive Question Answering Systems
    Quan, Xiaojun
    Lu, Yao
    Xu, Feifei
    Lei, Jingsheng
    Liu, Wenyin
    JOURNAL OF ADVANCED MATHEMATICS AND APPLICATIONS, 2013, 2 (01) : 24 - 31
  • [5] User interest modeling and its application for question recommendation in user-interactive question answering systems
    Ni, Xingliang
    Lu, Yao
    Quan, Xiaojun
    Liu Wenyin
    Hua, Bei
    INFORMATION PROCESSING & MANAGEMENT, 2012, 48 (02) : 218 - 233
  • [6] A semantic space for question similarity calculation in user-interactive question answering systems
    Song, Wanpeng
    Liu, Wenyin
    Gu, Naijie
    Journal of Computational Information Systems, 2009, 5 (03): : 1055 - 1063
  • [7] A Web-Based Platform for User-Interactive Question-Answering
    Liu Wenyin
    Hao, Tianyong
    Chen, Wei
    Feng, Min
    WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS, 2009, 12 (02): : 107 - 124
  • [8] A Web-Based Platform for User-Interactive Question-Answering
    Liu Wenyin
    Tianyong Hao
    Wei Chen
    Min Feng
    World Wide Web, 2009, 12 : 107 - 124
  • [9] A π-calculus-based Complaint Model for a User-interactive Question Answering System
    Li, Yancheng
    Duan, Hua
    Zeng, Qingtian
    Lu, Faming
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION APPLICATIONS (ICCIA 2012), 2012, : 97 - 100
  • [10] Latent Link Analysis for Expert Finding in User-Interactive Question Answering Services
    Lu, Yao
    Quan, Xiaojun
    Ni, Xingliang
    Liu, Wenyin
    Xu, Yinlong
    2009 FIFTH INTERNATIONAL CONFERENCE ON SEMANTICS, KNOWLEDGE AND GRID (SKG 2009), 2009, : 54 - +