forked from SailunZ/ErdosProject_Spring_2023
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathoutput_records.txt
41 lines (29 loc) · 932 Bytes
/
output_records.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
~ 7000 data
Only one price:
LSTM MAE train: 0.024046414740739944
LSTM MAE val: 0.021323282090947356
After consider eight features:
LSTM MAE train: 0.020798744475696438
LSTM MAE val: 0.02001061281133617
LSTM MSQ train: 0.0012457879179005335
LSTM MSQ val: 0.0007795043391391522
Sailun's dataset:
LSTM MAE train: 2.8048360484955515
LSTM MAE val: 5.2174604515328795
LSTM MSQ train: 0.0012457879179005335
LSTM MSQ val: 0.0007795043391391522
After normalization:
LSTM MAE train: 0.018267576797983874
LSTM MAE val: 1.0227430657576329
LSTM MSQ train: 0.0006649258350362472
LSTM MSQ val: 2.127775191976839
After use L1 as criterion:
LSTM MAE train: 0.015229481473466104
LSTM MAE val: 1.0519369435960082
LSTM MSQ train: 0.0005034221462996769
LSTM MSQ val: 2.1006697224628317
~ 18000 data
LSTM MAE train: 0.04436826379937905
LSTM MAE val: 0.055107273727750795
LSTM MSQ train: 0.004540154328965787
LSTM MSQ val: 0.005959470631306754