Recent Advancements in Intrusion Detection Systems for the Internet of Things

Table 6

Comparative analysis of IDSs for IoT networks.

IDS	Implementation	Detection	Attacks
Anthi et al. [78]	Machine Learning	Anomaly	DoS, Hello Flood, Sybil, Sinkhole attacks
Arrington et al. [79]	Statistical Detection	Anomaly	N/A
Arshad et al. [80]	Distributed and Collaborative	Anomaly	Routing and application specific attacks
Azmoodeh et al. [81]	Machine Learning	Anomaly	Junk code insertion attacks
Cervantes et al. [82]	Reputation	Anomaly	Sinkhole Attacks
Fu et al. [83]	Statistical Detection	Anomaly	Bad Data Injection, DoS
Kasinathan et al. [84]	Distributed and Collaborative	Rule	DoS
Khan and Herrmann [43]	Reputation	Rule	Selective Forwarding, Sinkhole, Version Number
Khan et al. [85]	Reputation	Rule	Self Promoting, Bad Mouthing, Ballot Stuffing
La et al. [86]	Game Theory	Rule	N/A
Li et al. [87]	Machine Learning	Anomaly	Probing, DoS
Liu et al. [88]	Distributed and Collaborative	Rule	N/A
Liu and Wu [89]	Statistical Detection	Anomaly	N/A
Liu et al. [90]	Machine Learning	Anomaly	N/A
Raza et al. [91]	Distributed and Collaborative	Hybrid	Spoofing, Sinkhole, Selective Forwarding
Sedjelmaci et al. [92]	Game Theory	Anomaly	DoS
Summerville et al. [93]	Statistical Detection	Anomaly	Wormhole, Bad Data Injection, User-to-Root
Xiao et al. [94]	Machine Learning	Anomaly	Identity based, Malwares, Offloading attacks
Yang et al. [95]	Machine Learning	Anomaly	Packet dropping, hole attacks, eavesdropping