Knowledge-Based Recommendation Systems: A Survey

被引:41
作者
Bouraga, Sarah [1 ]
Jureta, Ivan [1 ]
Faulkner, Stephane [1 ]
Herssens, Caroline [1 ]
机构
[1] Univ Namur, PReCISE Res Ctr, Dept Business Adm, Namur, Belgium
关键词
Advice; Automation; Classification Framework; Decision-Making; Knowledge-Base System; Recommendation Problem; Recommendation System; User Profile;
D O I
10.4018/ijiit.2014040101
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 [计算机科学与技术];
摘要
Knowledge-Base Recommendation (or Recommender) Systems (KBRS) provide the user with advice about a decision to make or an action to take. KBRS rely on knowledge provided by human experts, encoded in the system and applied to input data, in order to generate recommendations. This survey overviews the main ideas characterizing a KBRS. Using a classification framework, the survey overviews KBRS components, user problems for which recommendations are given, knowledge content of the system, and the degree of automation in producing recommendations.
引用
收藏
页码:1 / 19
页数:19
相关论文
共 31 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]
A Web based conversational case-based recommender system for ontology aided metadata discovery [J].
Aktas, MS ;
Pierce, M ;
Fox, GC ;
Leake, D .
FIFTH IEEE/ACM INTERNATIONAL WORKSHOP ON GRID COMPUTING, PROCEEDINGS, 2004, :69-75
[3]
Exploring synergies between content-based filtering and Spreading Activation techniques in knowledge-based recommender systems [J].
Blanco-Fernandez, Yolanda ;
Lopez-Nores, Martin ;
Gil-Solla, Alberto ;
Ramos-Cabrer, Manuel ;
Pazos-Arias, Jose J. .
INFORMATION SCIENCES, 2011, 181 (21) :4823-4846
[4]
Case-based recommender systems [J].
Bridge, Derek ;
Goeker, Mehmet H. ;
McGinty, Lorraine ;
Smyth, Barry .
KNOWLEDGE ENGINEERING REVIEW, 2005, 20 (03) :315-320
[5]
Burke R, 1999, SIXTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-99)/ELEVENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE (IAAI-99), P844
[6]
Social knowledge-based recommender system. Application to the movies domain [J].
Carrer-Neto, Walter ;
Luisa Hernandez-Alcaraz, Maria ;
Valencia-Garcia, Rafael ;
Garcia-Sanchez, Francisco .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (12) :10990-11000
[7]
A Case-Based Reasoning system for complex medical diagnosis [J].
Chattopadhyay, Subhagata ;
Banerjee, Suvendu ;
Rabhi, Fethi A. ;
Acharya, U. Rajendra .
EXPERT SYSTEMS, 2013, 30 (01) :12-20
[8]
An integrated environment for the development of knowledge-based recommender applications [J].
Felfernig, Alexander ;
Friedrich, Gerhard ;
Jannach, Dietmar ;
Zanker, Markus .
INTERNATIONAL JOURNAL OF ELECTRONIC COMMERCE, 2006, 11 (02) :11-34
[9]
SPETA: Social pervasive e-Tourism advisor [J].
García-Crespo, Angel ;
Chamizo, Javier ;
Rivera, Ismael ;
Mencke, Myriam ;
Colomo-Palacios, Ricardo ;
Gómez-Berbís, Juan Miguel .
Telematics and Informatics, 2009, 26 (03) :306-315
[10]
Ghani R., 2002, P WORKSHOP RECOMMEND, P27