Table 1 The dimensions of OTS and new SEF
From: Time series classification based on statistical features
Class | Original data | Subsequence data | ||
|---|---|---|---|---|
Train_sample | Test_sample | Train_sample | Test sample | |
Beef | (30,470,1,1) | (30,470,1,1) | (30,17,7,1) | (30,17,7,1) |
_ECG_torso | (1380,1639,1,1) | (40,1639,1,) | (1380,64,7,) | (40,64,7,1) |
FISH | (175,463,1,1) | (175,463,1,1) | (175,17,7,1) | (175,17,7,1) |
Haptics | (308,1092,1,1) | (155,1092,1,1) | (308,42,7,1) | (155,42,7,1) |
nlineSkate | (550,1882,1, 1) | (100,1882,1,1) | (550,74,7,1) | (100,74,7,1) |
Lighting2 | (61,637,1,1) | (60,637,1,1) | (61,24,7,1) | (60,24,7,1) |
MALLAT | (2345,1024,1,1) | (55,1024,1,1) | (2345,750,1,1) | (55,750,1,1) |
CG_Thorax1 | (1965,750,1, 1) | (1800,750,1,1) | (1965,29,7,1) | (1800,29,7,1) |
CG_Thorax2 | (1965,750,1, 1) | (1800,750,1,1) | (1965,29,7,1) | (1800,29,7,1) |
OliveOil | (30,570,1,1) | (30,570,1,1) | (30,21,7,1) | (30,21,7,1) |
OSULeaf | (242,427,1,1) | (200,427,1,1) | (242,6,7,1) | (200,16,7,1) |
ightCurves | (8236,1024,1,1) | (1000,1024,1,1) | (8236,39,7,1) | (1000,39,7,1) |
Symbols | (995,398,1,1) | (25,398,1,1) | (995,14,7,1) | (25,14,7,1) |
yoga | (3000,426,1,1) | (300,426,1,1) | (3000,16,7,1) | (300,16,7,1) |