Table 4:
Convergence behavior of the averaging algorithm on (Sym+(3),gcan), initialized at the Frobenius mean, for the simulated data and actual DTI data. n = 6 for the DTI control group and dyslexia group, as described in Section 6. D is the radius of the smallest ball, centered at the Frobenius mean, containing all the data, and κ = κ(D) is as defined in Section 4.3. “Actual iterations needed” is the number of iterations that were needed for convergence with a canonical-distance threshold of 10−6. Nit(κ) is the smallest integer N for which κND ≤ 10−6; see inequality (4.9).
| n | m | D | κ | Actual Iterations Needed | Nit(κ) |
|---|---|---|---|---|---|
| 6 | 6 | 2.1868 | 1.3965 | 8 | N/A |
| 6 | 24 | 0.8116 | 1.2106 | 4 | N/A |
| 6 | 48 | 0.5906 | 0.3481 | 4 | 13 |
| 6 | 96 | 0.3449 | 0.0854 | 3 | 5 |
| 6 | 192 | 0.3103 | 0.0680 | 3 | 5 |
| 6 | 288 | 0.2496 | 0.0431 | 3 | 4 |
| 18 | 6 | 3.1204 | 1.4751 | 8 | N/A |
| 18 | 24 | 1.1137 | 1.2628 | 5 | N/A |
| 18 | 48 | 0.6343 | 1.1751 | 5 | N/A |
| 18 | 96 | 0.4836 | 0.1866 | 4 | 8 |
| 18 | 192 | 0.3804 | 0.1060 | 4 | 6 |
| 18 | 288 | 0.3788 | 0.1049 | 4 | 6 |
| 36 | 6 | 3.7187 | 1.5147 | 9 | N/A |
| 36 | 24 | 1.2048 | 1.2769 | 5 | N/A |
| 36 | 48 | 0.8856 | 1.2242 | 4 | N/A |
| 36 | 96 | 0.5403 | 0.2529 | 3 | 10 |
| 36 | 192 | 0.4632 | 0.1676 | 3 | 7 |
| 36 | 288 | 0.2646 | 0.0486 | 3 | 4 |
| Control Group | 0.4346 | 0.1437 | 3 | 7 | |
| Dyslexia Group | 0.3063 | 0.0662 | 3 | 5 | |