Title :
Recommending medical documents by user profile
Author :
Lakiotaki, Kleanthi ; Hliaoutakis, Angelos ; Koutsos, Serafim ; Petrakis, Euripides G. M.
Author_Institution :
Dept. of Electron. & Comput. Eng., Tech. Univ. of Crete, Chania, Greece
Abstract :
The overwhelmed amount of medical information available online, makes the use of automated recommendation methods essential for identifying relevant information according to user profile needs. This paper presents a method to address the problem of medical document classification into documents for medical professionals (experts) and non-professionals (consumers). Documents are represented by terms extracted from AMTEx, a medical document indexing method, specifically designed for the automatic indexing of documents in large medical collections, such as MEDLINE, and then mapped to the UMLS Semantic Network (SN) categories. Multiple Criteria Decision Analysis (MCDA) tools are applied to calculate the membership of each SN category to the document classification. Several factors such as the classification nature of the problem and the incorporation of common readability formulas are also examined.
Keywords :
decision making; document handling; indexing; information needs; medical information systems; pattern classification; recommender systems; semantic networks; AMTEx; MCDA tools; MEDLINE; SN category; UMLS semantic network categories; automated recommendation methods; automatic document indexing; information needs; medical consumers; medical document classification problem; medical document indexing method; medical document recommendation; medical experts; medical professionals; multiple criteria decision analysis tools; online medical information; unified medical language system; user profile; Decision trees; Medical diagnostic imaging; Medical services; Readability metrics; Semantics; Tin; Unified modeling language;
Conference_Titel :
Bioinformatics and Bioengineering (BIBE), 2013 IEEE 13th International Conference on
Conference_Location :
Chania
DOI :
10.1109/BIBE.2013.6701665