Recommending Biomedical Resources A Fuzzy Linguistic Approach Based on Semantic Web

被引:16
作者
Morales-del-Castillo, J. M. [1 ]
Peis, Eduardo [2 ]
Ruiz, Antonio A. [2 ]
Herrera-Viedma, E. [3 ]
机构
[1] Univ Carlos III Madrid, Dept Lib & Informat Sci, Madrid, Spain
[2] Univ Granada, Dept Lib & Informat Sci, Granada, Spain
[3] Univ Granada, Dept Comp Sci & Artificial Intelligence, Granada, Spain
关键词
GROUP DECISION-MAKING; SYSTEM; MODEL;
D O I
10.1002/int.20447
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the key issues in dynamic research areas such as that of biomedical sciences is the development of tools capable to retrieve and provide users relevant resources from large repositories according to their information needs In this paper, we present a filtering and recommender system that applies Semantic Web technologies and luny linguistic modeling techniques to provide users valuable information about resources that fit their interests To carry out the recommendation process, we have defined three software agents (interface task and information agents) that are distributed in a five level hierarchical architecture The system is also capable of to deal with incomplete information to define enriched user profiles and therefore soften the problem of cold start A simple evaluation has been carried out and the experimental outcomes reveal a reasonable good performance of the system in terms of precision and recall (C) 2010 Wiley Periodicals, Inc
引用
收藏
页码:1143 / 1157
页数:15
相关论文
共 38 条
[1]   Group Decision Making with Incomplete Fuzzy Linguistic Preference Relations [J].
Alonso, S. ;
Cabrerizo, F. J. ;
Chiclana, F. ;
Herrera, F. ;
Herrera-Viedma, E. .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2009, 24 (02) :201-222
[2]  
Beckett D, 2004, W3C recommendation, V10
[3]   The Semantic Web - A new form of Web content that is meaningful to computers will unleash a revolution of new possibilities [J].
Berners-Lee, T ;
Hendler, J ;
Lassila, O .
SCIENTIFIC AMERICAN, 2001, 284 (05) :34-+
[4]  
Brenner W., 1998, Intelligent Software Agents, DOI 10.1007/978-3-642-80484-7
[5]   Hybrid recommender systems: Survey and experiments [J].
Burke, R .
USER MODELING AND USER-ADAPTED INTERACTION, 2002, 12 (04) :331-370
[6]  
Burke R., 2000, Encyclopedia of Library and Information Systems, V69, P175, DOI DOI 10.1007/S10115-015-0897-5
[7]   Managing the consensus in group decision making in an unbalanced fuzzy linguistic context with incomplete information [J].
Cabrerizo, F. J. ;
Perez, I. J. ;
Herrera-Viedma, E. .
KNOWLEDGE-BASED SYSTEMS, 2010, 23 (02) :169-181
[8]   An intelligent fuzzy-based recommendation system for consumer electronic products [J].
Cao, Yukun ;
Li, Yunfeng .
EXPERT SYSTEMS WITH APPLICATIONS, 2007, 33 (01) :230-240
[9]  
Cleverdon C.W., 1966, FACTORS DETERMINING, V2
[10]  
Fazlollahi B, 2000, INT J INTELL SYST, V15, P849, DOI 10.1002/1098-111X(200009)15:9<849::AID-INT2>3.0.CO