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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Hao Zhang Chunpu Zou Fengfeng Shao GuoZheng Li |
| Copyright Year | 2013 |
| Description | Author affiliation: Sch. of Basic Med., Shanghai Univ. of Traditional Chinese Med., Shanghai, China (Hao Zhang; Chunpu Zou) || Dept. of Control Sci. & Eng., Tongji Univ., Shanghai, China (Fengfeng Shao; GuoZheng Li) |
| Abstract | Bacillary dysentery is an important infectious disease caused by shigella dysenteriae. Here, we characterized the dynamic temporal trend of bacillary dysentery, and identified climate-related risk factors and their roles in bacillary dysentery transmission in Harbin city, China. A database is integrated monthly climate factors and incidence rates of Harbin city from 1986 to 1990. In this study, three consecutive months' climate data are used to predicted one month's incidence. One popular algorithm, The Least Absolute Shrinkage and Selectionator operator (lasso), a shrinkage and selection method for linear regression is applied to select related climate factors and build prediction model. Through this study, monthly accumulative precipitation, daily maximum precipitation, the daily maximum precipitation of one month before and monthly mean minimum temperature were found to result in the highest relative risk for bacillary dysentery. |
| Sponsorship | IEEE Comput.Soc. |
| Starting Page | 308 |
| Ending Page | 330 |
| File Size | 207294 |
| Page Count | 23 |
| File Format | |
| ISBN | 9781479913091 |
| DOI | 10.1109/BIBM.2013.6732701 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-12-18 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Temperature climate factors prediction model Wind speed Bacillary dysentery Lasso Humidity Predictive models Cities and towns linear regression Diseases |
| Content Type | Text |
| Resource Type | Article |
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