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. Author manuscript; available in PMC: 2019 Aug 26.
Published in final edited form as: Commun Stat Simul Comput. 2017 Feb 3;46(6):4851–4879. doi: 10.1080/03610918.2015.1136413

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