An execution time neural-CBR guidance assistant

被引:15
作者
Corchado, Juan M. [2 ]
Bajo, Javier [1 ]
De Paz, Juan F. [2 ]
Rodriguez, Sara [2 ]
机构
[1] Univ Salamanca, Escuela Univ Informat, Salamanca 37002, Spain
[2] Univ Salamanca, Dept Informat & Automat, E-37008 Salamanca, Spain
关键词
CBR systems; Multi-agent system; RFID; Shopping malls; Kohonen networks; RTPW neural networks; INTELLIGENT ENVIRONMENT; AGENTS;
D O I
10.1016/j.neucom.2008.08.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel Ambient Intelligence based solution for shopping assistance. The core of the proposal is a CBR system developed for guiding and advising users in shopping areas. The CBR incorporates a neural based planner that identifies the most adequate plan for a given user based on user profile and interests. The RTPW neural network is based on the Kohonen one, and incorporates an interesting modification that allows a solution or a plan to be reached much more rapidly. Furthermore, once an initial plan has been reached, it is possible to identify alternatives by taking restrictions into account. The CBR system has been embedded within a deliberative agent and interacts with interface and commercial agents, which facilitate the construction of intelligent environments. This hybrid application, which works on execution time, has been tested and the results of the investigation and its evaluation in a shopping mail are presented within this paper. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:2743 / 2753
页数:11
相关论文
共 31 条
[1]  
AAMODT A, 1994, AI COMMUN, V7, P39
[2]  
AHMADA A, 2008, DATA KHOWL ENG, V63, P503
[3]  
[Anonymous], SELF ORGANISING MAPS
[4]  
Bajo J, 2005, LECT NOTES ARTIF INT, V3620, P50, DOI 10.1007/11536406_7
[5]  
Bajo J, 2007, LECT NOTES COMPUT SC, V4626, P389
[6]   Integrating case-based planning and RPTW neural networks to construct an intelligent environment for health care [J].
Bajo, Javier ;
de Paz, Juan F. ;
de Paz, Yanira ;
Corchado, Juan M. .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) :5844-5858
[7]  
BAUER B, 2001, LECT NOTES COMPUTER, V2222, P101
[8]  
Bohnenberger T, 2005, LECT NOTES COMPUT SC, V3468, P279
[9]  
Bohnenberger T, 2002, LECT NOTES COMPUT SC, V2411, P155
[10]  
Bratman M., 1987, Intention, Plans, and Practical Reason