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International Journal of Digital Earth Volume 12, 2019 - Issue 11: Social Sensing and Big Data Computing for Disaster Management
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Articles

A visual–textual fused approach to automated tagging of flood-related tweets during a flood event

Xiao HuangDepartment of Geography, University of South Carolina, Columbia, SC, USACorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-4323-382X
ORCID Icon,
Cuizhen WangDepartment of Geography, University of South Carolina, Columbia, SC, USAORCID Iconhttps://orcid.org/0000-0002-0306-9535
ORCID Icon,
Zhenlong LiDepartment of Geography, University of South Carolina, Columbia, SC, USA
&
Huan NingDepartment of Geography, University of South Carolina, Columbia, SC, USA
Pages 1248-1264 | Received 14 May 2018, Accepted 11 Sep 2018, Published online: 21 Sep 2018

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Xiao Huang, Yago Martin, Siqin Wang, Mengxi Zhang, Xi Gong, Yue Ge & Zhenlong Li. (2022) The promise of excess mobility analysis: measuring episodic-mobility with geotagged social media data. Cartography and Geographic Information Science 49:5, pages 464-478.
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Christopher Scheele, Manzhu Yu & Qunying Huang. (2021) Geographic context-aware text mining: enhance social media message classification for situational awareness by integrating spatial and temporal features. International Journal of Digital Earth 14:11, pages 1721-1743.
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Manzhu Yu, Myra Bambacus, Guido Cervone, Keith Clarke, Daniel Duffy, Qunying Huang, Jing Li, Wenwen Li, Zhenlong Li, Qian Liu, Bernd Resch, Jingchao Yang & Chaowei Yang. (2020) Spatiotemporal event detection: a review. International Journal of Digital Earth 13:12, pages 1339-1365.
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Xiao Huang, Zhenlong Li, Cuizhen Wang & Huan Ning. (2020) Identifying disaster related social media for rapid response: a visual-textual fused CNN architecture. International Journal of Digital Earth 13:9, pages 1017-1039.
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Zhenlong Li, Qunying Huang & Christopher T. Emrich. (2019) Introduction to social sensing and big data computing for disaster management. International Journal of Digital Earth 12:11, pages 1198-1204.
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Articles from other publishers (20)

Yilin Chen, Maochuan Hu, Xiaohong Chen, Feng Wang, Bingjun Liu & Ziwen Huo. (2023) An approach of using social media data to detect the real time spatio-temporal variations of urban waterlogging. Journal of Hydrology 625, pages 130128.
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Nan Bai, Pirouz Nourian, Renqian Luo, Tao Cheng & Ana Pereira Roders. (2023) Screening the stones of Venice: Mapping social perceptions of cultural significance through graph-based semi-supervised classification. ISPRS Journal of Photogrammetry and Remote Sensing 203, pages 135-164.
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Lei Zou, Danqing Liao, Nina S.N. Lam, Michelle A. Meyer, Nasir G. Gharaibeh, Heng Cai, Bing Zhou & Dongying Li. (2023) Social media for emergency rescue: An analysis of rescue requests on Twitter during Hurricane Harvey. International Journal of Disaster Risk Reduction 85, pages 103513.
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Xiao Huang, Xiao Li, Di Yang & Lei Zou. 2023. Geoinformatics for Geosciences. Geoinformatics for Geosciences 109 129 .
Zheye Wang, Nina S. N. Lam, Mingxuan Sun, Xiao Huang, Jin Shang, Lei Zou, Yue Wu & Volodymyr V. Mihunov. (2022) A Machine Learning Approach for Detecting Rescue Requests from Social Media. ISPRS International Journal of Geo-Information 11:11, pages 570.
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Sudeep D. Thepade & Jovian A. Jaison. (2022) Fusion of vectored text descriptors with auto extracted deep CNN features for improved image classification. Intelligent Systems with Applications 16, pages 200108.
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Xuehua Wu, Jin Mao, Hao Xie & Gang Li. (2022) Identifying humanitarian information for emergency response by modeling the correlation and independence between text and images. Information Processing & Management 59:4, pages 102977.
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Lida Huang, Panpan Shi, Haichao Zhu & Tao Chen. (2022) Early detection of emergency events from social media: a new text clustering approach. Natural Hazards 111:1, pages 851-875.
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Yuan-Fong Su, Yan-Ting Lin, Jiun-Huei Jang & Jen-Yu Han. (2022) High-Resolution Flood Simulation in Urban Areas Through the Application of Remote Sensing and Crowdsourcing Technologies. Frontiers in Earth Science 9.
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Zeinab Shahbazi & Yung-Cheol Byun. (2022) Blockchain-Based Event Detection and Trust Verification Using Natural Language Processing and Machine Learning. IEEE Access 10, pages 5790-5800.
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Nilani Algiriyage, Raj Prasanna, Kristin Stock, Emma E. H. Doyle & David Johnston. (2021) Multi-source Multimodal Data and Deep Learning for Disaster Response: A Systematic Review. SN Computer Science 3:1.
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Shaheen Khatoon, Amna Asif, Md Maruf Hasan & Majed Alshamari. 2022. Artificial Intelligence, Machine Learning, and Optimization Tools for Smart Cities. Artificial Intelligence, Machine Learning, and Optimization Tools for Smart Cities 211 235 .
Pouria Babvey, Gabriela Gongora-Svartzman, Carlo Lipizzi & Jose E. Ramirez-Marquez. (2021) Content-based user classifier to uncover information exchange in disaster-motivated networks. PLOS ONE 16:11, pages e0259342.
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Virginia Negri, Dario Scuratti, Stefano Agresti, Donya Rooein, Gabriele Scalia, Amudha Ravi Shankar, Jose Luis Fernandez Marquez, Mark James Carman & Barbara Pernici. (2021) Image-based Social Sensing: Combining AI and the Crowd to Mine Policy-Adherence Indicators from Twitter. Image-based Social Sensing: Combining AI and the Crowd to Mine Policy-Adherence Indicators from Twitter.
Shaheen Khatoon, Majed A. Alshamari, Amna Asif, Md Maruf Hasan, Sherif Abdou, Khaled Mostafa Elsayed & Mohsen Rashwan. (2021) Development of Social Media Analytics System for Emergency Event Detection and Crisis Management. Computers, Materials & Continua 68:3, pages 3079-3100.
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Haiyan Hao & Yan Wang. (2020) Leveraging multimodal social media data for rapid disaster damage assessment. International Journal of Disaster Risk Reduction 51, pages 101760.
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Wenjuan Sun, Paolo Bocchini & Brian D. Davison. (2020) Applications of artificial intelligence for disaster management. Natural Hazards 103:3, pages 2631-2689.
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Ruo-Qian Wang, Yingjie Hu, Zikai Zhou & Kevin Yang. (2020) Tracking Flooding Phase Transitions and Establishing a Passive Hotline With AI-Enabled Social Media Data. IEEE Access 8, pages 103395-103404.
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Chao Fan, Fangsheng Wu & Ali Mostafavi. (2020) A Hybrid Machine Learning Pipeline for Automated Mapping of Events and Locations From Social Media in Disasters. IEEE Access 8, pages 10478-10490.
Crossref
Michaelmary Chukwu, Xiao Huang & Isaac Oloruntimilehin. (2022) Flood Risk Evaluation Using Ahp-Based Model and GIS Technique: A Case Study in Ethiope, Nigeria. SSRN Electronic Journal.
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