Search Results for author: John D. Garofalakis

Found 3 papers, 1 papers with code

EigenRec: Generalizing PureSVD for Effective and Efficient Top-N Recommendations

1 code implementation19 Nov 2015 Athanasios N. Nikolakopoulos, Vassilis Kalantzis, Efstratios Gallopoulos, John D. Garofalakis

We introduce EigenRec; a versatile and efficient Latent-Factor framework for Top-N Recommendations that includes the well-known PureSVD algorithm as a special case.

Top-N recommendations in the presence of sparsity: An NCD-based approach

no code implementations30 Jun 2015 Athanasios N. Nikolakopoulos, John D. Garofalakis

Making recommendations in the presence of sparsity is known to present one of the most challenging problems faced by collaborative filtering methods.

Collaborative Filtering

Random Surfing Without Teleportation

no code implementations30 May 2015 Athanasios N. Nikolakopoulos, John D. Garofalakis

In the standard Random Surfer Model, the teleportation matrix is necessary to ensure that the final PageRank vector is well-defined.

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