Table 1: Parameter estimates and evaluation of time series clustering.
Distance |
Core |
Categories |
Paradigm |
Window width |
Sil |
D |
COP |
DB |
DB* |
CH |
SF |
|
DTW |
DBA |
3 |
1 |
6 |
- |
0.60 |
0.42 |
6.60 |
5.50 |
3.46 |
12.91 |
0 |
DTW |
PAM |
4 |
1 |
3 |
- |
0.41 |
0.12 |
11.09 |
1.33 |
0.83 |
16.01 |
0 |
SDTW |
SC |
4 |
2 |
7 |
0.01 |
0.63 |
0.027 |
82.72 |
3.76 |
2.16 |
57.21 |
0 |
SDTW |
PAM |
6 |
1 |
6 |
0.05 |
0.44 |
0.054 |
77.89 |
1.58 |
1.45 |
31.94 |
0 |
SBD |
SE |
3 |
- |
- |
- |
0.37 |
0.14 |
3.63 |
1.13 |
1.09 |
26.21 |
0.49 |
SBD |
PAM |
3 |
- |
- |
- |
0.45 |
0.091 |
5.30 |
1.28 |
1.28 |
12.26 |
0.63 |
GAK |
PAM |
4 |
- |
- |
- |
0.05 |
0.011 |
4.96 |
2.14 |
1.16 |
29.36 |
0.60 |
GAK |
DBA |
7 |
2 |
7 |
- |
0.38 |
0.085 |
49.23 |
1.28 |
0.83 |
12.23 |
0.61 |
GAK |
SC |
3 |
1 |
8 |
0.04 |
0.54 |
0.111 |
16.59 |
2.99 |
2.26 |
23.88 |
0.61 |
GAK |
SE |
3 |
- |
- |
- |
0.41 |
0.088 |
6.12 |
2.63 |
1.78 |
59.28 |
0.63 |