Advanced Inference in Situation-Aware Computing

被引:21
作者
Anagnostopoulos, Christos [1 ]
Hadjiefthymiades, Stathes [1 ]
机构
[1] Univ Athens, Dept Informat & Telecommun, Athens 15784, Greece
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS | 2009年 / 39卷 / 05期
关键词
Context awareness (CA); context classification; context inference; hierarchical representation;
D O I
10.1109/TSMCA.2009.2025023
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Context-aware computing relies on sensing environmental parameters-context ( e. g., illumination, location), classifying context, and inferring further knowledge about context, i.e., the user's situation. Therefore, the relevant applications cannot handle context as flexibly as their users would expect. To overcome this deficiency, we propose an extension of context representation, classification, and inference. Our model relies on fuzzy-set theory to accommodate the imperfect nature of sensed context. We develop two fuzzy inference engines dealing with context specialization and compatibility relations. We evaluate such engines through a series of experiments involving real users. Our findings indicate the efficiency of the proposed context classification and inference processes.
引用
收藏
页码:1108 / 1115
页数:8
相关论文
共 16 条
[1]   Enhancing situation-aware systems through imprecise reasoning [J].
Anagnostopoulos, Christos ;
Hadjiefthymiades, Stathes .
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2008, 7 (10) :1153-1168
[2]  
[Anonymous], 2004, Introduction to Machine Learning
[3]   Understanding and Using Context [J].
Dey, Anind K. .
PERSONAL AND UBIQUITOUS COMPUTING, 2001, 5 (01) :4-7
[4]  
Dey Anind K., 2004, Proceedings of the SIGCHI conference on Human factors in computing systems, P33
[5]   A fuzzy embedded agent-based approach for realizing ambient intelligence in intelligent inhabited environments [J].
Doctor, F ;
Hagras, H ;
Callaghan, V .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2005, 35 (01) :55-65
[6]  
GUAN D, 2006, P IEEE ICIC, P63
[7]   Using PCA and ICA for exploratory data analysis in situation awareness [J].
Himberg, J ;
Mäntyjärvi, J ;
Korpipää, P .
MFI2001: INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INTEGRATION FOR INTELLIGENT SYSTEMS, 2001, :127-131
[8]   A Context-Dependent Algorithm for Merging Uncertain Information in Possibility Theory [J].
Hunter, Anthony ;
Liu, Weiru .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2008, 38 (06) :1385-1397
[9]   Sustainable business: Opportunity and value creation [J].
Larson, AL ;
Teisberg, EO ;
Johnson, RR .
INTERFACES, 2000, 30 (03) :1-12
[10]   Fuzzy data analysis with NEFCLASS [J].
Nauck, DD .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2003, 32 (2-3) :103-130