Personalization, Algorithms, Recommendation System.
lower-dimensional representations, all while retaining the essence of opinions and qualities. Dimensionality reduction employs mathematical wizardry to uncover optimal dimensions that encapsulate the core of user preferences. This technique not only enhances the efficiency of recommendation systems