KEYWORD EXTRACTION USING PARTICLE SWARM OPTIMIZATION

被引:2
|
作者
Sowmya, D. [1 ]
Sheeba, J. I. [1 ]
机构
[1] Pondicherry Engn Coll, Dept Comp Sci & Engn, Pondicherry 605014, India
关键词
Keyword Extraction; Recommendation; Clustering; Particle Swarm Optimization;
D O I
10.1016/j.procs.2016.05.208
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Without formal structure data are those that have no prearranged form or structure and are full of textual data. Typical unstructured systems include emails, reports, telephone or messaging conversations, etc. The main goal of this work is to extract the keywords from a conversation using particle swarm optimization. Keywords are grouped together under their classification and then suggested to the user. In existing work, using diverse keyword extraction, to find topic modelling information, representation of the main topics of transcript and diverse keyword selection. It maximizes the coverage of topics that are automatically recognized in transcript of conversation fragment. Once a set of keywords is extracted, it is clustered according to their user queries and recommended to the user. At the end of result, a single implicit query cannot improve user's satisfaction with the recommended documents. So, swarm intelligence technique is to be applied, it will minimize redundancy in a short list of Keywords and provide accurate query result compared to greedy algorithm. (C) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:183 / 189
页数:7
相关论文
共 50 条
  • [21] Dynamic open contours using particle swarm optimization with application to fluid interface extraction
    Thomas, M
    Misra, SK
    Kambhamettu, C
    Kirby, JT
    COMPUTER VISION - ACCV 2006, PT I, 2006, 3851 : 643 - 652
  • [22] Oil Field Optimization Using Particle Swarm Optimization
    Gaikwad, Ganesh
    Ahire, Prashant
    2019 5TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION, CONTROL AND AUTOMATION (ICCUBEA), 2019,
  • [23] Construction Schedule Optimization Using Particle Swarm Optimization
    Xin, Fangxu
    Xin, Zhanhong
    ICPOM2008: PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE OF PRODUCTION AND OPERATION MANAGEMENT, VOLUMES 1-3, 2008, : 1200 - 1202
  • [24] Construction Schedule Optimization Using Particle Swarm Optimization
    Fang Xu
    Xin Zhanhong
    LOGISTICS RESEARCH AND PRACTICE IN CHINA, 2008, : 664 - 668
  • [25] Optimization of Network Reconfiguration by using Particle Swarm Optimization
    Reddy, A. V. Sudhakara
    Reddy, M. Damodar
    PROCEEDINGS OF THE FIRST IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, INTELLIGENT CONTROL AND ENERGY SYSTEMS (ICPEICES 2016), 2016,
  • [26] Optimization of modular structures using Particle Swarm Optimization
    Duran, Orlando
    Perez, Luis
    Batocchio, Antonio
    EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (03) : 3507 - 3515
  • [27] Turning Parameters Optimization using Particle Swarm Optimization
    Marko, Hrelja
    Simon, Klancnik
    Tomaz, Irgolic
    Matej, Paulic
    Joze, Balic
    Miran, Brezocnik
    24TH DAAAM INTERNATIONAL SYMPOSIUM ON INTELLIGENT MANUFACTURING AND AUTOMATION, 2013, 2014, 69 : 670 - 677
  • [28] Construction Schedule Optimization Using Particle Swarm Optimization
    Zhao, Hongbo
    Ru, Zhongliang
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 7840 - 7843
  • [29] Visualizing particle swarm optimization - Gaussian particle swarm optimization
    Secrest, BR
    Lamont, GB
    PROCEEDINGS OF THE 2003 IEEE SWARM INTELLIGENCE SYMPOSIUM (SIS 03), 2003, : 198 - 204
  • [30] Stability analysis of particle swarm optimization using swarm activity
    Su, Shou-Bao
    Cao, Xi-Bin
    Kong, Min
    Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2010, 27 (10): : 1411 - 1417