DocumentCode
2023629
Title
Analysing Stillbirth Data Using Dynamic Self Organizing Maps
Author
Matharage, Sumith ; Alahakoon, O. ; Alahakoon, D. ; Kapurubandara, S. ; Nayyar, Rakesh ; Mukherji, M. ; Jagadish, U. ; Yim, Samuel ; Alahakoon, I.
Author_Institution
Clayton Sch. of Inf. Technol., Monash Univ., Melbourne, VIC, Australia
fYear
2011
fDate
Aug. 29 2011-Sept. 2 2011
Firstpage
86
Lastpage
90
Abstract
Even with the presence of modern obstetric care, stillbirth rate seems to stay stagnant or has even risen slightly in countries such as England and has become a significant public health concern [1]. In the light of current medical research, maternal risk factors such as diabetes and hypertensive disease were identified as possible risk factors and are taken into consideration in antenatal care. However, medical practitioners and researchers suspect possible relationships between trends in maternal demographics, antenatal care and pregnancy information of current stillbirth in consideration [2]. Although medical data and knowledge is available appropriate computing techniques to analyze the data may lead to identification of high risk groups. In this paper we use an unsupervised clustering technique called Growing Self organizing Map (GSOM) to analyse the stillbirth data and present patterns which can be important to medical researchers.
Keywords
data analysis; medical computing; obstetrics; pattern clustering; self-organising feature maps; England; antenatal care; dynamic self-organizing maps; growing self-organizing map; maternal demographics; maternal risk factor; obstetric care; public health; stillbirth data analysis; unsupervised clustering technique; Africa; Australia; Diseases; History; Hospitals; Pregnancy; Clustering; Data Mining; GSOM; Perinatal Mortality; Stillbirths;
fLanguage
English
Publisher
ieee
Conference_Titel
Database and Expert Systems Applications (DEXA), 2011 22nd International Workshop on
Conference_Location
Toulouse
ISSN
1529-4188
Print_ISBN
978-1-4577-0982-1
Type
conf
DOI
10.1109/DEXA.2011.14
Filename
6059799
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