Factors Influencing the Quality of the User Experience in Ubiquitous Recommender Systems

The use of mobile devices and the rapid growth of the internet and networking infrastructure has brought the necessity of using Ubiquitous recommender systems. However in mobile devices there are different factors that need to be considered in order to get more useful recommendations and increase the quality of the user experience. This paper gives an overview of the factors related to the quality and proposes a new hybrid recommendation model.

[1]  Gerhard Friedrich,et al.  Introduction to Recommender Systems , 2022, Personalized Machine Learning.

[2]  Gediminas Adomavicius,et al.  Context-aware recommender systems , 2008, RecSys '08.

[3]  Lior Rokach,et al.  Recommender Systems Handbook , 2010 .

[4]  Li Chen,et al.  A user-centric evaluation framework for recommender systems , 2011, RecSys '11.

[5]  Dong Zhou,et al.  Towards multilingual user models for Personalized Multilingual Information Retrieval , 2011, PMHR '11.

[6]  Nicole Bauer,et al.  Information Retrieval Implementing And Evaluating Search Engines , 2016 .

[7]  Gerhard Friedrich,et al.  Recommender Systems - An Introduction , 2010 .

[8]  Masanori Sugimoto,et al.  A user-adaptive city guide system with an unobtrusive navigation interface , 2009, Personal and Ubiquitous Computing.

[9]  Jenna Burrell,et al.  Collectively defining context in a mobile, networked computing environment , 2001, CHI Extended Abstracts.

[10]  Alfred Kobsa,et al.  Privacy-Enhanced Web Personalization , 2007, The Adaptive Web.

[11]  Marilyn Tremaine.  CHI '01 Extended Abstracts on Human Factors in Computing Systems , 2001, CHI Extended Abstracts.

[12]  Francesco Ricci,et al.  Mobile Recommender Systems , 2010, J. Inf. Technol. Tour..

[13]  Alfred Kobsa,et al.  The Adaptive Web, Methods and Strategies of Web Personalization , 2007, The Adaptive Web.

[14]  Albrecht Schmidt,et al.  The design space of ubiquitous product recommendation systems , 2009, MUM.

[15]  Nikolaos Polatidis,et al.  Mobile recommender systems: An overview of technologies and challenges , 2013, 2013 Second International Conference on Informatics & Applications (ICIA).

[16]  Charalampos Konstantopoulos,et al.  Mobile recommender systems in tourism , 2014, J. Netw. Comput. Appl..

[17]  Mark Bilandzic,et al.  CityFlocks: designing social navigation for urban mobile information systems , 2008, DIS '08.

[18]  Roy Want,et al.  System challenges for ubiquitous & pervasive computing , 2005, Proceedings. 27th International Conference on Software Engineering, 2005. ICSE 2005..

[19]  Sean M. McNee,et al.  Improving recommendation lists through topic diversification , 2005, WWW '05.

[20]  George Angelos Papadopoulos,et al.  Ubiquitous recommender systems , 2013, Computing.