22 Ekim 2025

Efficient Integrity Verification for Outsourced Collaborative Filtering

 

Outsourcing collaborative filtering (CF) computations to the cloud helps handle large-scale data but raises concerns about result integrity. In this paper, we propose verification mechanisms for two widely used item-based CF methods. By applying game theory, we analyze potential cheating by cloud providers and show how the right incentives can ensure honest behavior. Our approach offers a practical, efficient solution to secure outsourced CF computations.

You can access full article from https://ieeexplore.ieee.org/document/7023373