From: Multivariate assessment of event-related potentials with the t-CWT method
\({\mathbf {S}}_{{\mathbf {c}}}\) (ms) | \({{\mathbf {f}}}_{{\mathbf {c}}}\) (Hz) | R (pps) | PCA | Average holdout error rates (%) | Freq. | Log | Matrix | ME ratio: | Processing time | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
\({{\mathbf {P}}}_{{\mathbf {v}}}\) (%) | A priori: 50 % | A priori: 13.6 % | Dom. | Grid | Elements | \(\underline{{\mathbf {N}}_{{\mathbf {F}}} {\mathbf {N}}_{{\mathbf {G}}} {\mathbf {S}}_{{\mathbf {c}}}^{{\mathbf {2}}}}\) | Total (h:min) | Per ME (ns) | |||||||
Std | Dev | Tot | Std | Dev | Tot | \({\mathbf {N}}_{{\mathbf {F}}}\) | \({\mathbf {N}}_{{\mathbf {G}}}\) | \({\mathbf {K}} {\mathbf {N}}_{{\mathbf {F}}}\) \({\mathbf {N}}_{{\mathbf {G}}}\) | \({\mathbf {R}}^{{\mathbf {2}}}\) \({\mathbf {T}}^{{\mathbf {2}}}\) | ||||||
250 | 4 | 10 | 95 | 22.0 | 31.7 | 23.3 | 2.2 | 66.8 | 11.0 | 9 | 774 | 62,694 | 12.1 | 0:07 | 858 |
100 | 10 | 15 | 95 | 19.0 | 32.8 | 20.9 | 2.7 | 61.9 | 10.7 | 25 | 4,339 | 976,275 | 13.4 | 0:57 | 467 |
100 | 10 | 15 | 97 | 18.2 | 32.2 | 20.1 | 2.9 | 60.6 | 10.8 | 25 | 4,339 | 976,275 | 13.4 | 0:58 | 474 |
100 | 10 | 15 | 99 | 16.9 | 32.0 | 18.9 | 2.8 | 57.6 | 10.2 | 25 | 4,339 | 976,275 | 13.4 | 0:59 | 476 |
50 | 20 | 15 | 95 | 18.7 | 32.9 | 20.7 | 2.9 | 61.3 | 10.8 | 49 | 8,320 | 3,669,120 | 12.6 | 3:02 | 394 |
50 | 20 | 15 | 97 | 17.5 | 33.2 | 19.7 | 2.8 | 58.3 | 10.3 | 49 | 8,320 | 3,669,120 | 12.6 | 3:04 | 398 |
50 | 20 | 15 | 99 | 15.4 | 33.7 | 17.9 | 2.9 | 55.5 | 10.0 | 49 | 8,320 | 3,669,120 | 12.6 | 3:10 | 412 |
40 | 25 | 15 | 95 | 17.8 | 32.7 | 19.8 | 2.7 | 61.4 | 10.6 | 61 | 10,341 | 5,677,209 | 12.5 | 4:41 | 393 |
40 | 25 | 15 | 97 | 16.9 | 32.6 | 19.0 | 2.8 | 58.8 | 10.4 | 61 | 10,341 | 5,677,209 | 12.5 | 4:37 | 388 |
40 | 25 | 15 | 99 | 15.3 | 33.2 | 17.7 | 3.0 | 55.0 | 10.0 | 61 | 10,341 | 5,677,209 | 12.5 | 4:44 | 397 |
40 | 25 | 20 | 99 | 15.4 | 31.8 | 17.6 | 3.0 | 55.2 | 10.1 | 61 | 18,257 | 10,023,093 | 12.4 | 8:19 | 395 |
40 | 25 | 25 | 99 | 15.0 | 32.7 | 17.4 | 2.7 | 55.7 | 9.9 | 61 | 28,245 | 15,506,505 | 12.3 | 13:41 | 420 |
30 | 33 | 15 | 99 | 15.5 | 34.5 | 18.1 | 3.3 | 56.5 | 10.5 | 81 | 13,657 | 9,955,953 | 12.3 | 7:46 | 372 |