1. The Sparsity Crisis: Why Neighborhood Collaborative Filtering Hits an Architectural Wall When engineering teams build their first collaborative filtering recommendation engine, they almost universally begin with Neighborhood-Based Methods (also known as memory-based collaborative filtering). Neighborhood methods operate on a simple, highly intuitive heuristic: User-User Collaborative Filtering: Find users whose past interaction histories correlate strongly with the active