Kenneth K. Fletcher

A Method for Dealing with Data Sparsity and Cold-Start Limitations in Service Recommendation Using Personalized Preferences

2017

Data sparsity and cold-start remains to be the main limitations and weaknesses in recommendation systems that employ collaborative filtering (CF). These limitations cause lack of convergence in CF recommendation algorithms which ultimately affect the overall …