Table 10.

Best classifiers by problem

Problem	Classes	Default (%)	${\text{DTW}}_D$ (%)	Best (%)	Algorithm(s)
AWR	25	4.00	98.87	99.56	ROCKET
AF	3	33.3	23.56	74.00	MUSE
BM	4	25.0	95.25	100.0	IT, MUSE, HC, ResNet, gRSF, RISE
CR	12	8.33	100.0	100.0	ROCKET, ${\text{DTW}}_A$, ${\text{DTW}}_D$
DDG	5	20.0	49.20	63.47	IT
EW	5	42.0	64.58	90.33	CIF
EP	4	26.8	96.30	100.0	HC
EC	4	25.1	30.15	82.36	STC
ER	6	16.7	92.91	98.05	ROCKET
FD	2	50.0	53.28	77.24	IT
FM	2	50.0	54.17	56.13	IT
HMD	4	18.9	30.32	52.21	CIF
HW	26	3.8	61.21	65.74	IT
HB	2	72.2	68.88	76.52	CIF
LIB	15	6.7	88.04	94.11	ResNet
LSST	14	31.5	54.76	63.62	MUSE
MI	2	50.0	52.10	53.80	TSF
NATO	6	16.7	82.04	97.11	ResNet
PD	10	10.4	99.28	99.68	IT
PEMS	7	11.6	77.05	99.85	CIF
PS	39	2.6	15.39	36.74	IT
RS	4	28.3	85.64	92.79	ROCKET
SRS1	2	50.2	81.81	95.68	TapNet
SRS2	2	50.0	53.69	53.69	${\text{DTW}}_D$
SWJ	3	33.3	22.00	45.56	ROCKET
UW	8	12.5	92.28	94.43	ROCKET