A Collaborative Recommender System Based on Space-Time Similarities

被引：26

作者：

Munoz-Organero, Mario ^{[1
]}

Ramirez-Gonzalez, Gustavo A. ^{[1
]}

Munoz-Merino, Pedro J. ^{[1
]}

Delgado Kloos, Carlos ^{[1
]}

机构：

[1] Univ Carlos III Madrid, E-28903 Getafe, Spain

来源：

IEEE PERVASIVE COMPUTING | 2010年 / 9卷 / 03期

关键词：

collaborative recommender systems; Internet of Things; networking and communications; NFC tagged environments; pervasive content; Recommender systems;

D O I：

10.1109/MPRV.2010.56

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The Internet of Things (IoT) concept promises a world of networked and interconnected devices that provides relevant content to users. Recommender systems can find relevant content for users in IoT environments, offering a user-adapted personalized experience. Collaboration-based recommenders in IoT environments rely on user-to-object, space-time interaction patterns. This extension of that idea takes into account user location and interaction time to recommend scattered, pervasive context-embedded networked objects. The authors compare their proposed system to memory-based collaborative methods in which user similarity is based on the ratings of previously rated items. Their proof-of-concept implementation was used in a real-world scenario involving 15 students interacting with 75 objects at Carlos III University of Madrid. © 2010 IEEE.

引用

页码：81 / 87

页数：7

共 15 条

[1] Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions [J].

Adomavicius, G ;

Tuzhilin, A .

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2005, 17 (06) :734-749

[2]

[Anonymous], 1994, 1994 1 WORKSH MOB C, DOI [10.1109/WMCSA.1994.16, DOI 10.1109/WMCSA.1994.16]

[3]

[Anonymous], 2015, Recommender Systems Handbook, DOI [DOI 10.1145/1454008.1454068, 10.1007/978-1-4899-7637-66, DOI 10.1007/978-1-4899-7637-6, 10.1007/978-1-4899-7637-6\\ 6]

[4] Physical registration: Configuring electronic directories using handheld devices [J].

Barton, J ;

Kindberg, T ;

Sadalgi, S .

IEEE WIRELESS COMMUNICATIONS, 2002, 9 (01) :30-38

[5] Context-aware applications: From the laboratory to the marketplace [J].

Brown, PJ ;

Bovey, JD ;

Chen, X .

IEEE PERSONAL COMMUNICATIONS, 1997, 4 (05) :58-64

[6] Context-aware collaborative filtering system: Predicting the user's preference in the ubiquitous computing environment [J].

Chen, A .

LOCATION- AND CONTEXT-AWARENESS, PROCEEDINGS, 2005, 3479 :244-253

[7] A conceptual framework and a toolkit for supporting the rapid prototyping of context-aware applications [J].

Dey, AK ;

Abowd, GD ;

Salber, D .

HUMAN-COMPUTER INTERACTION, 2001, 16 (2-4) :97-+

[8]

*INT TEL UN, 2008, ITU INT REP 2005 INT

[9] People, places, things: Web presence for the real world [J].

Kindberg, T ;

Barton, J ;

Morgan, J ;

Becker, G ;

Caswell, D ;

Debaty, P ;

Gopal, G ;

Frid, M ;

Krishnan, V ;

Morris, H ;

Schettino, J ;

Serra, B ;

Spasojevic, M .

MOBILE NETWORKS & APPLICATIONS, 2002, 7 (05) :365-376

[10]

KINDBERG T, 2008, P 11 INT C WORLD WID, P191

← 1 2 →