Table 7.

Performance (domain-fully-irrelevant) of STL and transfer learning methods: BMCBasic and BNPTL. The symbol ↢ represents the transfer relationship: target ↢ source. Here ‘Other’ represents the six BN repository networks with the target removed.

Transfer Setting	STL	BMCBasic	BNPTL
Asia ↢ Other	0.85±0.18*	0.34±0.02*	0.19±0.03
Weather ↢ Other	0.03±0.02	0.21±0.01*	0.04±0.01
Cancer ↢ Other	0.33±0.31	0.23±0.01*	0.08±0.02
Alarm ↢ Other	2.43±0.15	2.59±0.11*	2.27±0.14
Insurance ↢ Other	1.82±0.16	2.28±0.13*	1.82±0.15
Hail.↢ Other	2.85±0.03	3.12±0.03*	2.86±0.03
Average Performance	1.38±0.14	1.46±0.05	1.21±0.06