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A master thesis from Aalborg University

Analysis of the recommendation systems based on the tensor factorization techniques, experiments and the proposals

Author(s)

Term

1. term

Education

Publication year

2011

Submitted on

2011-01-10

Pages

70 pages

Abstract

We analyse the state-of-the-art recommendation systems based on the tensor factorization techniques. The comparison of these systems is provided, the possible problems and the drawbacks are identified. We developed the HOSVD recommendation system. Using the implemented recommender system the experiments are conducted and the results are reported. The majority of the identified problems are verified during the experiments. Moreover, we propose a number of the possible solutions and improvements to the problems. Finally, we describe the main goals of our work during the next semester.

Keywords

Documents


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