CBNU at TREC 2015 Clinical Decision Support Track

Seung Hyeon Jo; Jae Wook Seol; Kyung Soon Lee

CBNU at TREC 2015 Clinical Decision Support Track

Seung Hyeon Jo
, Jae Wook Seol
, Kyung Soon Lee

Jeonbuk National University
Korea Institute of Science and Technology Information

Research output: Contribution to conference › Paper › peer-review

7 Scopus citations

Abstract

This paper describes the participation of the CBNU team at the TREC Clinical Decision Support track 2015. We propose a query expansion method based on a clinical semantic knowledge and a topic model. The clinical semantic knowledge is constructed by using medical terms extracted from Unified Medical Language System (UMLS) and Wikipedia articles. The word and document topics are generated by using a topic model for a document collection. The proposed methods achieved 0.2327 and 0.3033 in the inferred NDCG on Task A and Task B, respectively.

Original language	English
State	Published - 2015
Event	24th Text REtrieval Conference, TREC 2015 - Gaithersburg, United States Duration: 2015.11.17 → 2015.11.20

Conference

Conference	24th Text REtrieval Conference, TREC 2015
Country/Territory	United States
City	Gaithersburg
Period	15.11.17 → 15.11.20

Keywords

clinical decision support
clinical semantic knowledge
query expansion
topic model
UMLS
Wikipedia

Quacquarelli Symonds(QS) Subject Topics

Linguistics
Computer Science & Information Systems
Data Science

Cite this

@conference{321dc6f5be39425b92f5bd30a995b1eb,

title = "CBNU at TREC 2015 Clinical Decision Support Track",

abstract = "This paper describes the participation of the CBNU team at the TREC Clinical Decision Support track 2015. We propose a query expansion method based on a clinical semantic knowledge and a topic model. The clinical semantic knowledge is constructed by using medical terms extracted from Unified Medical Language System (UMLS) and Wikipedia articles. The word and document topics are generated by using a topic model for a document collection. The proposed methods achieved 0.2327 and 0.3033 in the inferred NDCG on Task A and Task B, respectively.",

keywords = "clinical decision support, clinical semantic knowledge, query expansion, topic model, UMLS, Wikipedia",

author = "Jo, \{Seung Hyeon\} and Seol, \{Jae Wook\} and Lee, \{Kyung Soon\}",

note = "Publisher Copyright: {\textcopyright} 2015 24th Text REtrieval Conference, TREC 2015 - Proceedings. All Rights Reserved.; 24th Text REtrieval Conference, TREC 2015 ; Conference date: 17-11-2015 Through 20-11-2015",

year = "2015",

language = "English",

}

TY - CONF

T1 - CBNU at TREC 2015 Clinical Decision Support Track

AU - Jo, Seung Hyeon

AU - Seol, Jae Wook

AU - Lee, Kyung Soon

PY - 2015

Y1 - 2015

N2 - This paper describes the participation of the CBNU team at the TREC Clinical Decision Support track 2015. We propose a query expansion method based on a clinical semantic knowledge and a topic model. The clinical semantic knowledge is constructed by using medical terms extracted from Unified Medical Language System (UMLS) and Wikipedia articles. The word and document topics are generated by using a topic model for a document collection. The proposed methods achieved 0.2327 and 0.3033 in the inferred NDCG on Task A and Task B, respectively.

AB - This paper describes the participation of the CBNU team at the TREC Clinical Decision Support track 2015. We propose a query expansion method based on a clinical semantic knowledge and a topic model. The clinical semantic knowledge is constructed by using medical terms extracted from Unified Medical Language System (UMLS) and Wikipedia articles. The word and document topics are generated by using a topic model for a document collection. The proposed methods achieved 0.2327 and 0.3033 in the inferred NDCG on Task A and Task B, respectively.

KW - clinical decision support

KW - clinical semantic knowledge

KW - query expansion

KW - topic model

KW - UMLS

KW - Wikipedia

UR - https://www.scopus.com/pages/publications/85013335269

M3 - Paper

AN - SCOPUS:85013335269

T2 - 24th Text REtrieval Conference, TREC 2015

Y2 - 17 November 2015 through 20 November 2015

ER -

CBNU at TREC 2015 Clinical Decision Support Track

Abstract

Conference

Keywords

Quacquarelli Symonds(QS) Subject Topics

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