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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Main Author: Xia, Linpeng
Other Authors: Mao Kezhi
Format: Thesis-Master by Coursework
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/164076
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Institution: Nanyang Technological University
Language: English
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spelling 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
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
spellingShingle Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
Xia, Linpeng
Detecting dengue fever based on nature language processing
description 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.
author2 Mao Kezhi
author_facet Mao Kezhi
Xia, Linpeng
format Thesis-Master by Coursework
author Xia, Linpeng
author_sort Xia, Linpeng
title 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
title_fullStr Detecting dengue fever based on nature language processing
title_full_unstemmed Detecting dengue fever based on nature language processing
title_sort detecting dengue fever based on nature language processing
publisher Nanyang Technological University
publishDate 2023
url https://hdl.handle.net/10356/164076
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