Table 3.
Performance of FSPS™ clustering/classification of datasets A and B with their respective quality measures
| Parameter |
Value |
||
|---|---|---|---|
|
Dataset A |
Dataset B |
||
| /clustering/ | /classification/ | ||
| Number of spikes processed |
6191 |
6379 |
|
| Average processing time (at our system), ms |
684 ± 21 |
44 ± 1 |
|
| Number of Steps |
34 |
1 |
|
| Training Error |
0.00002 |
0.00002 |
|
| Test Error |
0.00000 |
0.00000 |
|
| Partition Coefficient (PC) |
0.99208 |
0.98411 |
|
| Partition Entropy (PE) |
0.01313 |
0.02667 |
|
|
Lratio |
Class 1 (blue) |
2.478 |
2.504 |
| |
Class 2 (green) |
4.180 |
4.243 |
| |
Class 3 (pink) |
2.626 |
2.677 |
| Class 4 (yellow) | 0.493 | 0.500 | |