Spreading of dengue fever in Singapore : a network based study

There is an approach based on complex network to model the dengue fever transmission network in both time and space scales proposed in this paper. Particularly, 6647 cases of dengue fever in Singapore from 2009-2010 are used to build the disease transmission network to study the propagation characte...

Full description

Saved in:
Bibliographic Details
Main Author: Zhang, Ke
Other Authors: Xiao Gaoxi
Format: Theses and Dissertations
Language:English
Published: 2019
Subjects:
Online Access:http://hdl.handle.net/10356/78669
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-78669
record_format dspace
spelling sg-ntu-dr.10356-786692023-07-04T16:23:23Z Spreading of dengue fever in Singapore : a network based study Zhang, Ke Xiao Gaoxi School of Electrical and Electronic Engineering Engineering::Electrical and electronic engineering There is an approach based on complex network to model the dengue fever transmission network in both time and space scales proposed in this paper. Particularly, 6647 cases of dengue fever in Singapore from 2009-2010 are used to build the disease transmission network to study the propagation characteristics. Firstly, the Knox test was extended to obtain the main temporal and spatial interaction ranges at a distance of 400 m in 1 week and that of 14.3-14.7 km in second week. Secondly, I pair the cases in 3 different conditions to build 3 networks as the study objects, full cases network, space-time proximity transmission (STPT) network and the human daily traveling transmission (HDTT) network. And the last, through the analysis about assortativity and key nodes identification on 3 networks, the transmission characteristics of 3 patterns have been compared and the key area of transmission has been shown. The significant of STPT network is lower than HDTT network, which means the transmission of dengue fever in Singapore depends more on human movement. Master of Science (Signal Processing) 2019-06-25T06:40:21Z 2019-06-25T06:40:21Z 2019 Thesis http://hdl.handle.net/10356/78669 en 71 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
spellingShingle Engineering::Electrical and electronic engineering
Zhang, Ke
Spreading of dengue fever in Singapore : a network based study
description There is an approach based on complex network to model the dengue fever transmission network in both time and space scales proposed in this paper. Particularly, 6647 cases of dengue fever in Singapore from 2009-2010 are used to build the disease transmission network to study the propagation characteristics. Firstly, the Knox test was extended to obtain the main temporal and spatial interaction ranges at a distance of 400 m in 1 week and that of 14.3-14.7 km in second week. Secondly, I pair the cases in 3 different conditions to build 3 networks as the study objects, full cases network, space-time proximity transmission (STPT) network and the human daily traveling transmission (HDTT) network. And the last, through the analysis about assortativity and key nodes identification on 3 networks, the transmission characteristics of 3 patterns have been compared and the key area of transmission has been shown. The significant of STPT network is lower than HDTT network, which means the transmission of dengue fever in Singapore depends more on human movement.
author2 Xiao Gaoxi
author_facet Xiao Gaoxi
Zhang, Ke
format Theses and Dissertations
author Zhang, Ke
author_sort Zhang, Ke
title Spreading of dengue fever in Singapore : a network based study
title_short Spreading of dengue fever in Singapore : a network based study
title_full Spreading of dengue fever in Singapore : a network based study
title_fullStr Spreading of dengue fever in Singapore : a network based study
title_full_unstemmed Spreading of dengue fever in Singapore : a network based study
title_sort spreading of dengue fever in singapore : a network based study
publishDate 2019
url http://hdl.handle.net/10356/78669
_version_ 1772826969214287872