An Experimental Study on Cholera Modeling in Hanoi

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• 关键词：Cholera modeling ; Feature selection ; Global data preparation ; Local data preparation ; Prediction cholera state
• 刊名：Lecture Notes in Computer Science
• 出版年：2016
• 出版时间：2016
• 年：2016
• 卷：9622
• 期：1
• 页码：230-240
• 全文大小：495 KB
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• 作者单位：Ngoc-Anh Thi Le (17)
  Thi-Oanh Ngo (18)
  Huyen-Trang Thi Lai (18)
  Hoang-Quynh Le (18)
  Hai-Chau Nguyen (18)
  Quang-Thuy Ha (18)
  
  17. Hanoi Medical University, No.1, Ton That Tung Street, Hanoi, Vietnam
  18. VNU-University of Engineering and Technology (UET), 144, Xuan Thuy, Cau Giay, Hanoi, Vietnam
  
• 丛书名：Intelligent Information and Database Systems
• ISBN：978-3-662-49390-8
• 刊物类别：Computer Science
• 刊物主题：Artificial Intelligence and Robotics
  Computer Communication Networks
  Software Engineering
  Data Encryption
  Database Management
  Computation by Abstract Devices
  Algorithm Analysis and Problem Complexity
  
• 出版者：Springer Berlin / Heidelberg
• ISSN：1611-3349

文摘

Cholera modeling for prediction Cholera state is the research topic is specially considered by researchers. An experimental frame for Cholera modeling based on using data mining techniques is showed in this paper. In the Data Preparation Phase, two versions of data presentation and a solution for feature selection are considered. Moreover, both cases of two-value Cholera state and three-value Cholera state also investigated. Experimental results show that the global presentation is better than the local presentation, F1 measures are between 0.79 and 0.86, and the target variable has correlation with climate condition variables in some cases.