notesum.ai

Published at October 18

FedMSE: Federated learning for IoT network intrusion detection

cs.LG

cs.AI

Released Date: October 18, 2024

Authors: Van Tuan Nguyen¹, Razvan Beuran²

Aff.: ¹Japan Advanced Institute of Science and Technology; ²Le Quy Don Technical University

Arxiv: https://arxiv.org/abs/2410.14121v1

Agent	Autoencoder			SAE-CEN
Agent	FedAvg	FedProx	MSEAvg	FedAvg	FedProx	MSEAvg
a) Low non-IIDness
Gateway 1	98.77 $\pm$ 0.33	98.53 $\pm$ 0.51	98.54 $\pm$ 0.42	97.93 $\pm$ 0.75	97.67 $\pm$ 1.18	98.68 $\pm$ 0.64
Gateway 2	97.81 $\pm$ 0.50	97.53 $\pm$ 0.59	97.51 $\pm$ 0.73	97.73 $\pm$ 0.75	97.76 $\pm$ 0.73	97.83 $\pm$ 0.82
Gateway 3	98.43 $\pm$ 0.47	98.10 $\pm$ 0.57	98.02 $\pm$ 0.58	97.80 $\pm$ 0.55	97.74 $\pm$ 0.49	98.26 $\pm$ 0.85
Gateway 4	99.42 $\pm$ 0.20	99.39 $\pm$ 0.25	99.32 $\pm$ 0.30	99.22 $\pm$ 1.00	98.52 $\pm$ 0.82	99.31 $\pm$ 0.70
Gateway 5	99.75 $\pm$ 0.10	99.75 $\pm$ 0.04	99.73 $\pm$ 0.07	99.84 $\pm$ 0.06	99.81 $\pm$ 0.07	99.86 $\pm$ 0.05
Gateway 6	99.23 $\pm$ 0.26	99.16 $\pm$ 0.31	99.09 $\pm$ 0.35	98.92 $\pm$ 0.92	98.22 $\pm$ 0.69	99.16 $\pm$ 0.41
Gateway 7	98.30 $\pm$ 0.35	98.08 $\pm$ 0.45	98.06 $\pm$ 0.39	97.82 $\pm$ 0.78	97.59 $\pm$ 1.28	98.30 $\pm$ 0.79
Gateway 8	100.00 $\pm$ 0.00	100.00 $\pm$ 0.00	100.00 $\pm$ 0.00	100.00 $\pm$ 0.00	100.00 $\pm$ 0.00	100.00 $\pm$ 0.00
Gateway 9	99.03 $\pm$ 0.17	98.94 $\pm$ 0.17	98.93 $\pm$ 0.20	98.38 $\pm$ 0.76	98.06 $\pm$ 1.22	98.72 $\pm$ 0.54
Gateway 10	99.97 $\pm$ 0.02	99.97 $\pm$ 0.02	99.97 $\pm$ 0.02	99.95 $\pm$ 0.02	99.95 $\pm$ 0.03	99.95 $\pm$ 0.02
Average	99.07 $\pm$ 0.24	98.95 $\pm$ 0.29	98.92 $\pm$ 0.31	98.76 $\pm$ 0.56	98.53 $\pm$ 0.65	99.01 $\pm$ 0.48
b) High non-IIDness
Gateway 1	91.00 $\pm$ 4.84	87.96 $\pm$ 6.25	86.61 $\pm$ 1.92	96.65 $\pm$ 1.00	97.44 $\pm$ 1.62	97.25 $\pm$ 1.04
Gateway 2	99.58 $\pm$ 0.03	99.58 $\pm$ 0.03	99.56 $\pm$ 0.00	99.62 $\pm$ 0.05	99.61 $\pm$ 0.09	99.64 $\pm$ 0.09
Gateway 3	88.68 $\pm$ 5.76	87.70 $\pm$ 5.87	86.80 $\pm$ 4.84	93.55 $\pm$ 1.09	93.82 $\pm$ 1.30	94.58 $\pm$ 0.89
Gateway 4	89.42 $\pm$ 5.14	88.72 $\pm$ 4.93	86.14 $\pm$ 2.48	94.40 $\pm$ 1.11	94.41 $\pm$ 1.66	94.97 $\pm$ 1.03
Gateway 5	97.96 $\pm$ 1.19	97.53 $\pm$ 1.17	96.91 $\pm$ 0.28	98.63 $\pm$ 0.47	98.76 $\pm$ 0.62	98.69 $\pm$ 0.46
Gateway 6	92.70 $\pm$ 3.52	91.75 $\pm$ 3.90	89.47 $\pm$ 1.13	93.84 $\pm$ 2.03	95.38 $\pm$ 0.87	94.43 $\pm$ 0.25
Gateway 7	94.62 $\pm$ 2.81	93.94 $\pm$ 3.25	92.53 $\pm$ 0.53	96.18 $\pm$ 0.34	96.63 $\pm$ 0.94	96.58 $\pm$ 0.58
Gateway 8	95.84 $\pm$ 2.14	95.47 $\pm$ 2.20	94.18 $\pm$ 0.94	97.51 $\pm$ 0.55	97.87 $\pm$ 0.50	97.73 $\pm$ 0.07
Gateway 9	98.05 $\pm$ 1.39	97.65 $\pm$ 1.33	97.04 $\pm$ 0.50	99.14 $\pm$ 0.33	99.02 $\pm$ 0.71	99.30 $\pm$ 0.42
Gateway 10	99.52 $\pm$ 0.09	99.52 $\pm$ 0.09	99.48 $\pm$ 0.00	99.77 $\pm$ 0.05	99.81 $\pm$ 0.10	99.77 $\pm$ 0.05
Average	94.74 $\pm$ 2.69	93.98 $\pm$ 2.90	92.87 $\pm$ 1.26	96.93 $\pm$ 0.70	97.28 $\pm$ 0.84	97.30 $\pm$ 0.49