SurfCon: Synonym Discovery on Privacy-Aware Clinical Data
SurfCon: Synonym Discovery on Privacy-Aware Clinical Data
Zhen Wang
The Ohio State University
KDD 2019, August 6th
In collaboration with Xiang Yue (OSU), Soheil Moosavinasab (NCH), Yungui Huang (NCH), Simon Lin (NCH), Huan Sun (OSU)
Synonym Discovery in Clinical Data
Medical Term
Synonyms
vitamin c
vit c; c vitmin; ascorbic acid; ...
copper deficiency copper low; copper decreased; hypocupremia; ...
large kidney enlarged kidneys; nephromegaly; renomegaly; ...
hiv disease
hiv infection; human immunodeficiency virus; ...
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Why Synonym Discovery?
One Application Scenario: Search
User Query
vitamin c
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Why Synonym Discovery?
One Application Scenario: Search
User Query
vitamin c
User Query Expansion
vitamin c; ascorbic acid; vit c; c vitmin
More relevant documents
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Existing Synonym Discovery Methods on Text Corpora
Text corpus with raw sentences
The USA is also known as America.
The USA (America) is a country of 50 states.
Illinois, which is also called IL, is a state in the US.
Michigan, also known as MI, consists of two peninsulas.
Concept Space [Wang et al., IJCAI'15]
DPE [Qu et al., KDD'17]
SynonymNet [Zhang et al., 2018]
...
Examples from (Qu et al., KDD'17)
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