DocumentCode :
570230
Title :
Disaster SitRep - A vertical search engine and information analysis tool in disaster management domain
Author :
Zheng, Li ; Shen, Chao ; Tang, Liang ; Zeng, Chunqiu ; Li, Tao ; Luis, Steve ; Chen, Shu-Ching ; Navlakha, Jainendra K.
Author_Institution :
Sch. of Comput. & Inf. Sci., Florida Int. Univ., Miami, FL, USA
fYear :
2012
fDate :
8-10 Aug. 2012
Firstpage :
457
Lastpage :
465
Abstract :
With the rise of heterogeneous information delivering platform, the process of collecting, integrating, and analyzing disaster related information from diverse channels becomes more difficult and challenging. Further, information from multiple sources brings up new challenges for information presentation. In this paper, we design and implement a Disaster Situation Reporting System (Disaster SitRep) that is essentially a disaster information collecting, integration, and presentation platform to address three critical tasks that can facilitate information acquisition, integration and presentation by utilizing domain knowledge as well as public and private web resources for major disaster recovery planning and management. Our proposed techniques create a disaster domain-specific search engine and a geographical information presentation and navigation platform using advanced data mining and information retrieval techniques for disaster preparedness and recovery that helps impacted communities better understand the current disaster situation. Specifically, hierarchical clustering with constraints are used to automatically update existing disaster concept hierarchy; taxonomy-based focused crawling component is developed to automatically detect, parse and filter those relevant web resources; a domain-oriented skeleton for each type of disasters is used to extract disaster events from disaster documents by defining the set of structural attributes. Furthermore, the platform can perform not only as a domain-specific search engine but also as an information monitoring and analysis tool for decision support during recovery phase of disasters.
Keywords :
Internet; data mining; disasters; geographic information systems; information retrieval; search engines; Web resources; advanced data mining; disaster SitRep; disaster concept hierarchy; disaster documents; disaster domain-specific search engine; disaster information collecting; disaster management domain; disaster recovery management; disaster recovery planning; disaster situation reporting system; domain knowledge; geographical information presentation; heterogeneous information delivering platform; information acquisition; information analysis tool; information integration; information monitoring; information retrieval; navigation platform; presentation platform; structural attributes; taxonomy-based focused crawling component; vertical search engine; Crawlers; Data mining; Disaster management; Information management; Search engines; Taxonomy; Web pages; Concept Hierarchy; Data Mining; Disaster Event Extraction; Disaster Information Management; Focused Crawler; Vertical Search Engine;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Reuse and Integration (IRI), 2012 IEEE 13th International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4673-2282-9
Electronic_ISBN :
978-1-4673-2283-6
Type :
conf
DOI :
10.1109/IRI.2012.6303044
Filename :
6303044
Link To Document :
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