notesum.ai

Published at December 4

Learning Semantic Association Rules from Internet of Things Data

cs.LG

cs.AI

Released Date: December 4, 2024

Authors: Erkan Karabulut¹, Paul Groth, Victoria Degeler

Aff.: ¹University of Amsterdam

Arxiv: http://arxiv.org/pdf/2412.03417v1

Refer to caption

Algorithm	# Rules	Support	Confidence	Data Cov.	Zhang
LeakDB
Exhaustive	103283	0.41	0.95	1.0	0.82
DE	11841	0.19	0.77	1.0	0.24
GA	663	0.08	0.46	1.0	0.15
PSO	12566	0.08	0.75	1.0	0.16
LSHADE	23605	0.4	0.98	1.0	0.41
jDE	10270	0.25	0.77	1.0	0.29
Aerial	554	0.54	0.91	1.0	0.9
L-Town
Exhaustive	25421	0.86	0.96	1.0	-0.18
DE	15163	0.11	0.76	1.0	0.13
GA	1384	0.03	0.37	1.0	0.05
PSO	15651	0.03	0.75	1.0	0.04
LSHADE	22825	0.39	0.96	1.0	0.39
jDE	11255	0.19	0.78	1.0	0.21
Aerial	1005	0.59	0.91	1.0	0.4
LBNL
Exhaustive	7220	0.84	0.98	1.0	0.01
DE	17393	0.22	0.79	1.0	0.23
GA	580	0.1	0.45	1.0	0.11
PSO	17944	0.06	0.8	1.0	0.07
LSHADE	30799	0.52	0.98	1.0	0.52
jDE	15594	0.28	0.77	1.0	0.29
Aerial	73	0.74	1.0	1.0	0.15