Advanced Recommendation Engine Knowledge Base

Develop a sophisticated recommendation database that supports multi-dimensional user preference modeling across complex domains. Design a system capable of handling implicit and explicit preference signals, enabling real-time recommendation generation, and supporting advanced personalization strategies. Include mechanisms for managing recommendation diversity, handling cold-start problems, and implementing adaptive learning algorithms.