Fig. 8
From: Digital twin-assisted blockchain IoT security model using contrastive and causal learning techniques
False-positive reduction (\({\Psi }_{FP}\)) distribution for four IoT devices: (a) Doorbell, (b) PT Camera, (c) Thermostat, and (d) Baby Monitor, comparing baseline IDS models with the proposed Causio-TwinChain framework.
