Detecting dengue fever based on nature language processing
Dengue Fever is becoming an increasingly severe problem all over the world. Besides curing dengue, detecting and preventing Dengue Fever is a very important way to protect public health. With the prevailing of social media, lots of information can be extracted utilizing Nature Language Processing. T...
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Nanyang Technological University
2023
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sg-ntu-dr.10356-1640762023-07-04T17:45:09Z Detecting dengue fever based on nature language processing Xia, Linpeng Mao Kezhi School of Electrical and Electronic Engineering EKZMao@ntu.edu.sg Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence Dengue Fever is becoming an increasingly severe problem all over the world. Besides curing dengue, detecting and preventing Dengue Fever is a very important way to protect public health. With the prevailing of social media, lots of information can be extracted utilizing Nature Language Processing. This thesis collects publicly available data from Twitter to build a standard dataset about Dengue Fever and utilizes several kinds of neural networks to do Dengue detection. The experiment results show that CNN network is the best for this kind of job. Master of Science (Computer Control and Automation) 2023-01-04T08:34:08Z 2023-01-04T08:34:08Z 2022 Thesis-Master by Coursework Xia, L. (2022). Detecting dengue fever based on nature language processing. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/164076 https://hdl.handle.net/10356/164076 en application/pdf Nanyang Technological University |
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Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence Xia, Linpeng Detecting dengue fever based on nature language processing |
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Dengue Fever is becoming an increasingly severe problem all over the world. Besides curing dengue, detecting and preventing Dengue Fever is a very important way to protect public health. With the prevailing of social media, lots of information can be extracted utilizing Nature Language Processing. This thesis collects publicly available data from Twitter to build a standard dataset about Dengue Fever and utilizes several kinds of neural networks to do Dengue detection. The experiment results show that CNN network is the best for this kind of job. |
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Mao Kezhi |
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Mao Kezhi Xia, Linpeng |
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Thesis-Master by Coursework |
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Xia, Linpeng |
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Xia, Linpeng |
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Detecting dengue fever based on nature language processing |
title_short |
Detecting dengue fever based on nature language processing |
title_full |
Detecting dengue fever based on nature language processing |
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Detecting dengue fever based on nature language processing |
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Detecting dengue fever based on nature language processing |
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detecting dengue fever based on nature language processing |
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Nanyang Technological University |
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2023 |
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https://hdl.handle.net/10356/164076 |
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