MERAL Myanmar Education Research and Learning Portal
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Graph-based Household Matching for Linking Census Data
http://hdl.handle.net/20.500.12678/0000006298
http://hdl.handle.net/20.500.12678/000000629888f18000-8a60-4cd7-8c31-d5eb2c357e3c
e615d8b8-4344-4d83-90fd-a61f3dee71ec
Name / File | License | Actions |
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Graph-based Household Matching for Linking Census Data.pdf (1.4 Mb)
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© 2018 ICAIT
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Publication type | ||||||
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Conference paper | ||||||
Upload type | ||||||
Publication | ||||||
Title | ||||||
Title | Graph-based Household Matching for Linking Census Data | |||||
Language | en | |||||
Publication date | 2018-11-02 | |||||
Authors | ||||||
Khin Su Mon Myint | ||||||
Win Win Naing | ||||||
Description | ||||||
Historical censuses consist of individual facts about a community. It provides knowledge concerned with the nation’s population. These data apply the reconstruction features of a specific period to trace their ancestors and families changes over time. Linking census data is a difficult task as common names, data quality and household changes over time. During the decades, a household may split multiple households due to marriage or move to another household. This paper proposes a graph-based approach to link households, which takes the relationship between household members. Using individual record linking results, the proposed method builds household graphs, so that the matches are determined by attribute similarity and records relationship similarity. According to the experimental results, the proposed method reaches an F-score of 0.974on Ireland Census data, outperforming all alternative methods being compared. | ||||||
Keywords | ||||||
Historical Censuses, Data Matching; Record Linkage, Household Linkage, Group Matching | ||||||
Conference papers | ||||||
ICAIT-2018 | ||||||
1-2 November, 2018 | ||||||
2nd International Conference on Advanced Information Technologies | ||||||
Yangon, Myanmar | ||||||
Database and Big Data Analytics | ||||||
https://www.uit.edu.mm/icait-2018/ |