ABSTRACT
Although there have been many researches on the disease information system with the increased interest in disease, the existing systems have limitations in terms of emerging disease monitoring and internationalization. The purpose of this study is to develop a worldwide emerging disease-related information extraction system from news data, which provides nation-specific disease related information, disease-related topic ranking, map-based number of news articles per region, and various charts showing top disease regions and diseases. Our system is available on the web through http://www.epidemic.co.kr/worldwide.
- Freifeld CC, Mandl KD, Reis BY, Brownstein JS. HealthMap: global infectious disease monitoring through automated classification and visualization of Internet media reports. J Am Med Inform Assoc. 2008; 15: 150--157.Google Scholar
- Collier N, Doan S, Kawazoe A, Goodwin RM, Conway M, Tateno Y, et al. BioCaster: detecting public health rumors with a Web-based text mining system. Biomformatics. 2008; 24: 2940--2941. Google ScholarDigital Library
- M. Dion, P. AbdelMalik, and A. Mawudeku. 2015. Big Data: Big Data and the Global Public Health Intelligence Network (GPHIN). Canada Communicable Disease Report 41, 9 (2015), 209.Google ScholarCross Ref
- Keller M, Blench M, Tolentino H, Freifeld CC, Mandl KD, Mawudeku A, et al. Use of unstructured eventbased reports for global infectious disease surveillance. Emerg Infect Dis. 2009; 15: 689.Google Scholar
- Yoon, Jungwon, Jong Wook Kim, and Beakcheol Jang. "DiTeX: Disease-related topic extraction system through internet-based sources." PloS one 13.8 (2018): e0201933. e0201933.Google ScholarCross Ref
- Lee Miran, Jong Wook Kim, and Beakcheol Jang. "DOVE: An Infectious Disease Outbreak Statistics Visualization System." IEEE Access (2018).Google Scholar
- Jang, Beakcheol, and Jungwon Yoon. "Characteristics Analysis of Data From News and Social Network Services." IEEE Access 6 (2018): 18061--18073.Google ScholarCross Ref
- de Almeida HM, Gonçalves MA, Cristo M, Calado P. A combined component approach for finding collection-adapted ranking functions based on genetic programming. Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval. ACM; 2007. pp. 399--406. Google ScholarDigital Library
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