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. Author manuscript; available in PMC: 2018 Jul 18.
Published in final edited form as: Ann Stat. 2018 May 3;46(3):1352–1382. doi: 10.1214/17-AOS1587

Table 1.

Computation time for the divide and conquer testing and estimation, where k = 1 corresponds to the non-splitting case and k > 1 corresponds to the distributed case.

k 1 2 5 10 20 25 50 100 200
Score test (s) 364.39 73.22 35.09 23.61 23.56 20.78 24.13 37.53 64.67
Wald test (s) 426.23 68.95 19.66 10.09 6.70 5.71 3.88 2.60 1.91
𝒯ν(β̄d)(103s) 61.50 30.00 7.92 6.58 4.48 2.94 2.64 2.11 1.66
Split Lasso (s) 89.18 32.02 34.57 6.47 4.87 4.16 2.56 1.92 2.64