The proliferation of Recommender Systems (RecSys), driven by their expanding deployment within Sensing-Communication-Control (SCC) architectures and explosive growth of multi-sensor data streams, has cultivated a dynamic research landscape at the intersection of artificial intelligence and cyber-physical systems. Embedded in SCC pipelines, RecSys transforms heterogeneous sensor-acquired data-spanning behavioral signals, physiological measurements, spatial context, and environmental conditions-into personalized control directives for smart homes, industrial IoT platforms, intelligent transportation systems, and precision healthcare environments. This paper comprehensively reviews RecSys fou... More >