Enriching the structure of the UMLS semantic network.
Document Type
Article
Publication Date
1-1-2002
Abstract
The Unified Medical Language System's (UMLS's) Semantic Network (SN)---consisting of a network of semantic types---has a two-tree structure, where each semantic type has at most one parent semantic type. This arrangement is restrictive because some semantic types are, by their definition, specializations of several parents. As a proposed enhancement to the SN, its semantic types have previously been partitioned into groups, each of which contains semantic types of some specific area. However, some groups of this proposed partition contain forest (i.e., multiple-tree) structures or even isolated semantic types. Both situations imply a disconnected internal structure. Connectivity is actually one way to assess the proposed "semantic validity" principle for partitions. It is a desired, although not required, property. In this paper, we introduce a methodology for identifying "missing" IS-A links and adding them to the SN. This process transforms the SN into a Directed Acyclic Graph (DAG) structure, with semantic types permitted to have multiple parents. A result of our methodology is the transformation of the proposed SN partition into groups satisfying the connectivity property.
Identifier
0036356368 (Scopus)
Publication Title
Proceedings AMIA Annual Symposium AMIA Symposium
ISSN
1531605X
PubMed ID
12463963
First Page
939
Last Page
943
Recommended Citation
Zhang, L.; Perl, Yehoshua; Halper, Michael H.; Geller, James; and Cimino, James J., "Enriching the structure of the UMLS semantic network." (2002). Faculty Publications. 14893.
https://digitalcommons.njit.edu/fac_pubs/14893
