A SITUATION-AWARE RESOURCE RECOMMENDER BASED ON FUZZY AND SEMANTIC WEB RULES

被引:8
作者
Ciaramella, Alessandro [1 ]
Cimino, Mario G. C. A. [2 ]
Lazzerini, Beatrice [2 ]
Marcelloni, Francesco [2 ]
机构
[1] IMT Lucca Inst Adv Studies, I-55100 Lucca, Italy
[2] Univ Pisa, Dipartimento Ingn Informaz Elettron, I-56122 Pisa, Italy
关键词
Mobile service recommender; context-awareness; fuzzy inference system; web ontology; semantic rules; ONTOLOGY;
D O I
10.1142/S0218488510006623
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays, a huge quantity of resources for mobile users are made available on the most important marketplaces. Further, handheld devices can accommodate plenty of these resources, such as applications, documents and web pages, locally. Thus, to search for resources suitable for specific circumstances often requires a considerable effort and rarely brings to a completely satisfactory result. A tool able to recommend suitable resources at the right time in each situation would be of great help for the mobile users and would make the use of the handheld devices less boring and more attractive. To this aim, new levels of granularity, together with some degree of self-awareness, are needed to assist mobile users in managing and using resources. In this paper, we propose an efficient situation-aware resource recommender (SARR), which helps mobile users to timely locate resources proactively. Situations are determined by a semantic reasoner that exploits domain knowledge expressed in terms of ontologies and semantic rules. This reasoner works in synergy with a fuzzy engine, which is in charge of handling the vagueness of some conditions in the semantic rules, computing a certainty degree for each inferred situation. These degrees are used to rank the situations and consequently to assign a priority to the resources associated with the specific situations. The application of SARR to two real business cases is also shown and discussed.
引用
收藏
页码:411 / 430
页数:20
相关论文
共 40 条
[1]  
Abrams D., 1998, CHI 98. Human Factors in Computing Systems. CHI 98 Conference Proceedings, P41, DOI 10.1145/274644.274651
[2]  
Apple Inc, APP STOR
[3]  
Bloehdorn S., 2006, P 6 INT C KNOWL MAN
[4]  
BOBILLO F, 2009, INT J UNCERTAINTY FU, V17
[5]  
Bobillo F, 2009, LECT NOTES COMPUT SC, V5722, P151, DOI 10.1007/978-3-642-04125-9_18
[6]  
Bobillo Fernando, 2008, P 2008 INT C FUZZ SY
[7]  
CINGOLANI P, JFUZZYLOGIC JAVA PAC
[8]  
*CLARK PARS, PELL OWL 2 REAS JAV
[9]  
DEY AK, 2000, P WORKSH WHAT WHO WH
[10]  
DING L, 2009, PUBLIC ADDRESS ONTOL