Computer-Assisted Databasing of Disaster Management Information Through Natural Language Processing

被引:0
|
作者
Inui, Kentaro [1 ]
Watanabe, Yotaro [2 ]
Yamaguchi, Kenshi [1 ]
Suzuki, Shingo [3 ]
Koumoto, Hiroko [4 ]
Kosaka, Naoko [5 ]
Koyama, Akira [5 ]
Kokogawa, Tomohiro [5 ]
Maeda, Yuji [5 ]
机构
[1] Tohoku Univ, Grad Sch Informat Sci, Sendai, Miyagi, Japan
[2] NEC Corp Ltd, Knowledge Discovery Res Labs, Tokyo, Japan
[3] Kyoto Univ, Disaster Prevent Res Inst, Kyoto, Japan
[4] Tokoha Univ, Grad Sch Environm & Disaster Res, Shizuoka, Japan
[5] NTT Corp, Secure Platform Labs, Tokyo, Japan
关键词
computer-assisted databasing; natural language processing;
D O I
10.20965/jdr.2015.p0830
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
During times of disaster, local government departments and divisions need to communicate a broad range of information for disaster management to share the understating of the changing situation. This paper addresses the issues of how to effectively use a computer database system to communicate disaster management information and how to apply natural language processing technology to reduce the human labor for databasing a vast amount of information. The database schema was designed based on analyzing a collection of real-life disaster management information and the specifications of existing standardized systems. Our data analysis reveals that our database schema sufficiently covers the information exchanged in a local government during the Great East Earthquake. Our prototype system is designed so as to allow local governments to introduce it at a low cost: (i) the system's user interface facilitates the operations for databasing given information, (ii) the system can be easily customized to each local municipality by simply replacing the dictionary and the sample data for training the system, and (iii) the system can be automatically adapted to each local municipality or each disaster incident through its capability of automatic learning from the user's corrections to the system's language processing outputs.
引用
收藏
页码:830 / 844
页数:15
相关论文
共 50 条
  • [21] Two Applications of Lexical Information to Computer-Assisted Item Authoring for Elementary Chinese
    Liu, Chao-Lin
    Tien, Kan-Wen
    Chuang, Yi-Hsuan
    Huang, Chih-Bin
    Weng, Juei-Yu
    NEXT-GENERATION APPLIED INTELLIGENCE, PROCEEDINGS, 2009, 5579 : 470 - 480
  • [22] A Natural Language Processing Approach to Social License Management
    Boutilier, Robert G.
    Bahr, Kyle
    SUSTAINABILITY, 2020, 12 (20) : 1 - 12
  • [23] The application of natural language processing for the extraction of mechanistic information in toxicology
    Corradi, Marie
    Luechtefeld, Thomas
    de Haan, Alyanne M.
    Pieters, Raymond
    Freedman, Jonathan H.
    Vanhaecke, Tamara
    Vinken, Mathieu
    Teunis, Marc
    FRONTIERS IN TOXICOLOGY, 2024, 6
  • [24] Natural Language Processing Technology for Spatial Information Recognition and Visualization
    Vicentiy, A. V.
    ARTIFICIAL INTELLIGENCE TRENDS IN SYSTEMS, VOL 2, 2022, 502 : 512 - 520
  • [25] Application of Attention Mechanism with Prior Information in Natural Language Processing
    Zhang, Lingling
    Zhou, Zhenxiong
    Ji, Pengyu
    Mei, Aoxue
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2022, 31 (04)
  • [26] Gender Bias in Natural Language Processing and Computer Vision: A Comparative Survey
    Bartl, Marion
    Mandal, Abhishek
    Leavy, Susan
    Little, Suzanne
    ACM COMPUTING SURVEYS, 2025, 57 (06)
  • [27] Computer Vision and Natural Language Processing: Recent Approaches in Multimedia and Robotics
    Wiriyathammabhum, Peratham
    Summers-Stay, Douglas
    Fermuller, Cornelia
    Aloimonos, Yiannis
    ACM COMPUTING SURVEYS, 2017, 49 (04)
  • [28] GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing
    Guo, Jian
    He, He
    He, Tong
    Lausen, Leonard
    Li, Mu
    Lin, Haibin
    Shi, Xingjian
    Wang, Chenguang
    Xie, Junyuan
    Zha, Sheng
    Zhang, Aston
    Zhang, Hang
    Zhang, Zhi
    Zhang, Zhongyue
    Zheng, Shuai
    Zhu, Yi
    JOURNAL OF MACHINE LEARNING RESEARCH, 2020, 21
  • [29] Natural language processing in systems with computer-aided knowledge testing
    Miroshnichenko, EA
    Korshunov, PF
    MODERN TECHNIQUES AND TECHNOLOGY, 2001, : 181 - 185
  • [30] Natural Language Processing Applications for Computer-Aided Diagnosis in Oncology
    Li, Chengtai
    Zhang, Yiming
    Weng, Ying
    Wang, Boding
    Li, Zhenzhu
    DIAGNOSTICS, 2023, 13 (02)