AI-based mobile context-aware recommender systems from an information management perspective: Progress and directions

M del Carmen Rodríguez-Hernández, S Ilarri - Knowledge-Based Systems, 2021 - Elsevier
Abstract In the Artificial Intelligence (AI) field, and particularly within the area of Machine
Learning (ML), recommender systems have attracted significant research attention. These …

Clustering-based recommender system using principles of voting theory

J Das, P Mukherjee, S Majumder… - … and informatics (IC3I), 2014 - ieeexplore.ieee.org
Recommender Systems (RS) are widely used for providing automatic personalized
suggestions for information, products and services. Collaborative Filtering (CF) is one of the …

Location-aware recommendation systems: Where we are and where we recommend to go

MC Rodríguez-Hernández, S Ilarri… - CEUR workshop …, 2015 - zaguan.unizar.es
Recommendation systems have been successfully used to provide items of interest to the
users (eg, movies, music, books, news, images). However, traditional recommenda-tion …

Scalable recommendations using decomposition techniques based on Voronoi diagrams

J Das, S Majumder, P Gupta, S Datta - Information Processing & …, 2021 - Elsevier
Collaborative filtering based recommender systems typically suffer from scalability issues
when new users and items join the system at a very rapid rate. We tackle this concerning …

Spatially aware recommendations using kd trees

J Das, S Majumder, P Gupta - 2013 - IET
Traditional Recommender Systems focus on recommending the most relevant items to users
without considering any contextual features, such as time or location. In this work we …

Scalable hierarchical collaborative filtering using bsp trees

J Das, AK Aman, P Gupta, A Haider… - … Circuits and Systems …, 2015 - Springer
Collaborative Filtering (CF) technique is used by most of the Recommender Systems (RS)
for formulating suggestions of item relevant to users' interest. However, CF algorithms using …

Scalable hierarchical recommendations using spatial autocorrelation

A Dalmia, J Das, P Gupta, S Majumder… - Proceedings of the 2014 …, 2014 - dl.acm.org
Collaborative Filtering (CF) is one of the most successful and widely used approaches
behind Recommendation Algorithms. CF algorithms use the known preferences of a group …