Generic and Update Multi-Document Text Summarization based on Genetic Algorithm

被引:0
|
作者
Neri-Mendoza, Veronica [1 ]
Ledeneva, Yulia [1 ]
Arnulfo Garcia-Hernandez, Rene [1 ]
Hernandez-Castaneda, Angel [1 ]
机构
[1] Univ Autonoma Estado Mexico, Toluca De Lerdo, Mexico
来源
COMPUTACION Y SISTEMAS | 2023年 / 27卷 / 01期
关键词
Generic; update; multi-document; text summarization; genetic algorithm;
D O I
10.13053/CyS-27-1-4538
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we addressed the generic and update text summarization tasks of a set of documents as a combinatorial optimization problem through a genetic algorithm and unsupervised textual features. Particularly under the news domain, input documents are a set of articles of varying sizes covering the same event. The main advantage of the proposed method is that it is language-independent. The experimental results demonstrated that the method performs well for both kinds of summarization. Moreover, we calculated the heuristics for update text summarization like a benchmark to compare state-of-the-art methods.
引用
收藏
页码:269 / 279
页数:11
相关论文
共 50 条
  • [41] A SYSTEM FOR QUERY SPECIFIC COHERENT TEXT MULTI-DOCUMENT SUMMARIZATION
    Chowdary, C. Ravindranath
    Sravanthi, M.
    Kumar, P. Sreenivasa
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2010, 19 (05) : 597 - 626
  • [42] Multi-document summarization based on the Yago ontology
    Baralis, Elena
    Cagliero, Luca
    Jabeen, Saima
    Fiori, Alessandro
    Shah, Sajid
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (17) : 6976 - 6984
  • [43] SUBTOPIC-BASED MULTI-DOCUMENT SUMMARIZATION
    Dai, Lin
    Tang, Ji-Liang
    Xia, Yun-Qing
    PROCEEDINGS OF 2009 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-6, 2009, : 3505 - +
  • [44] Multi-document summarization based on concept space
    Tang, STK
    Yen, J
    Yang, CC
    ITRE2003: INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: RESEARCH AND EDUCATION, 2003, : 385 - 389
  • [45] Multi-document Summarization Based on Sentence Clustering
    Zheng, Hai-Tao
    Gong, Shu-Qin
    Chen, Hao
    Jiang, Yong
    Xia, Shu-Tao
    NEURAL INFORMATION PROCESSING (ICONIP 2014), PT II, 2014, 8835 : 429 - 436
  • [46] Multi-document summarization based on cohesion with disambiguation
    Chen, Yanmin
    Lou, Xizhong
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2007, : 232 - +
  • [47] Rhetorics-based multi-document summarization
    Atkinson, John
    Munoz, Ricardo
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (11) : 4346 - 4352
  • [48] MULTI-DOCUMENT VIDEO SUMMARIZATION
    Wang, Feng
    Merialdo, Bernard
    ICME: 2009 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-3, 2009, : 1326 - 1329
  • [49] On redundancy in multi-document summarization
    Calvo, Hiram
    Carrillo-Mendoza, Pabel
    Gelbukh, Alexander
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 34 (05) : 3245 - 3255
  • [50] Multi-Document Summarization Based on Keyword Fusion
    Alshahrani, Saud
    Bikdash, Marwan
    2019 IEEE SOUTHEASTCON, 2019,