Spatial Context from Open and Online Processing (SCOOP): Geographic, Temporal, and Thematic Analysis of Online Information Sources

被引:3
|
作者
Robertson, Colin [1 ]
Horrocks, Kevin [1 ]
机构
[1] Wilfrid Laurier Univ, Dept Geog & Environm Studies, Waterloo, ON N2L 3C5, Canada
来源
关键词
geospatial data; data integration; surveillance; spatial analysis; VGI; CONCEPTUAL-FRAMEWORK; TWITTER; TIME;
D O I
10.3390/ijgi6070193
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet is increasingly a source of data for geographic information systems, as more data becomes linked, available through application programing interfaces (APIs), and more tools become available for handling unstructured web data. While many web data extraction and structuring methods exist, there are few examples of comprehensive data processing and analysis systems that link together these tools for geographic analyses. This paper develops a general approach to the development of spatial information context from unstructured and informal web data sources through the joint analysis of the data's thematic, spatial, and temporal properties. We explore the utility of this derived contextual information through a case study into maritime surveillance. Extraction and processing techniques such as toponym extraction, disambiguation, and temporal information extraction methods are used to construct a semi-structured maritime context database supporting global scale analysis. Geographic, temporal, and thematic content were analyzed, extracted and processed from a list of information sources. A geoweb interface is developed to allow user visualization of extracted information, as well as to support space-time database queries. Joint keyword clustering and spatial clustering methods are used to demonstrate extraction of documents that relate to real world events in official vessel information data. The quality of contextual geospatial information sources is evaluated in reference to known maritime anomalies obtained from authoritative sources. The feasibility of automated context extraction using the proposed framework and linkage to external data using standard clustering tools is demonstrated.
引用
收藏
页数:15
相关论文
共 50 条
  • [11] Benefits of Massive Open Online Course Participation: Deductive Thematic Analysis
    Blum, Elizabeth R.
    Stenfors, Terese
    Palmgren, Per J.
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2020, 22 (07)
  • [12] The influence of temporal information on online processing of counterfactual conditional sentences: Evidence from ERPs on temporal indicators*
    Liao, Qiaoyun
    Kong, Lingda
    Jiang, Xiaoming
    JOURNAL OF NEUROLINGUISTICS, 2023, 68
  • [13] GeoWebEX: an open-source online system for synchronous collaboration on geographic information
    Butt, Muhammad A.
    Mahmood, Syed Amer
    Raza, Syed Muhammad Hassan
    APPLIED GEOMATICS, 2018, 10 (02) : 123 - 145
  • [14] Reflections of an Online Geographic Information Systems Course Based on Open Source Software
    Schweik, Charles M.
    Fernandez, Maria T.
    Hamel, Michael P.
    Kashwan, Prakash
    Lewis, Quentin
    Stepanov, Alexander
    SOCIAL SCIENCE COMPUTER REVIEW, 2009, 27 (01) : 118 - 129
  • [15] Online urdu ligature recognition using spatial temporal neural processing
    Hussain, Masroor
    Khan, Muhammd Nadir
    Proceedings of the INMIC 2005: 9th International Multitopic Conference - Proceedings, 2005, : 677 - 681
  • [16] Extracting Temporal Information from Online Health Communities
    Zhu, Lichao
    Yang, Hangzhou
    Yan, Zhijun
    PROCEEDINGS OF 2017 2ND INTERNATIONAL CONFERENCE ON CROWD SCIENCE AND ENGINEERING ICCSE 2017, 2017, : 50 - 55
  • [17] Spatial-Temporal Context-Aware Online Action Detection and Prediction
    Huang, Jingjia
    Li, Nannan
    Li, Thomas
    Liu, Shan
    Li, Ge
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2020, 30 (08) : 2650 - 2662
  • [18] Spatial and temporal analysis of accommodation preference based on online reviews
    Ye, Ben Haobin
    Luo, Jian Ming
    Huy Quan Vu
    JOURNAL OF DESTINATION MARKETING & MANAGEMENT, 2018, 9 : 288 - 299
  • [19] The influence of Free and Open-Source Software-Geographic Information System online training on spatial habits, knowledge and skills
    Ismail, Arif
    Widiawaty, Millary Agung
    Jupri, Jupri
    Setiawan, Iwan
    Sugito, Nanin Trianawati
    Dede, Moh
    GEOGRAFIA-MALAYSIAN JOURNAL OF SOCIETY & SPACE, 2022, 18 (01): : 118 - 130
  • [20] Applicability of Geo-spatial Processing Open Sources to Geographic Object-based Image Analysis (GEOBIA)
    Lee, Kiwon
    Kang, Sanggoo
    KOREAN JOURNAL OF REMOTE SENSING, 2011, 27 (03) : 379 - 388