The AMTEx approach in the medical document indexing and retrieval application

被引:24
作者
Hliaoutakis, Angelos [1 ]
Zervanou, Kaliope [1 ]
Petrakis, Euripides G. M. [1 ]
机构
[1] TUC, Dept Elect & Comp Engn, Khania, Greece
关键词
Document indexing; Medical document retrieval; Term extraction; MMTx; AMTEx;
D O I
10.1016/j.datak.2008.11.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
AMTEx is a medical document indexing method, specifically designed for the automatic indexing of documents in large medical collections, such as MEDLINE, the premier bibliographic database of the US National Library of Medicine (NLM). AMTEx combines MeSH, the terminological thesaurus resource of NLM, with a well-established method for extraction of terminology, the C/NC-value method. The performance evaluation of two AMTEx configurations is measured against the current state-of-the-art, the MetaMap Transfer (MMTx) method in four experiments, using two types of corpora: a subset of MEDLINE (PMC) full document corpus and a subset of MEDLINE (OHSUMED) abstracts, for each of the indexing and retrieval tasks, respectively. The experimental results demonstrate that AMTEx performs better in indexing in 20-50% of the processing time compared to MMTx, while for the retrieval task, AMTEx performs better in the full text (PMC) corpus. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:380 / 392
页数:13
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