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1. Introduction Recommender systems play a pivotal role in modern information filtering, personalizing content delivery based on user behavior and preferences. Kernel methods—powerful tools in machine learning—offer effective ways to handle high-dimensional and nonlinear patterns, making them well-suited for recommendation tasks. This article ...