Table 2.
Characteristics of preconditioned (deflated) coefficient matrices, and of PCG and DPCG methods for solving ssSNPBLUP applied to the field dataset
Method | |||||||||
---|---|---|---|---|---|---|---|---|---|
MS | PCG | 1 | 10,000 | 44,808 | 4.5 | 46,081 | |||
MS | PCG | 10,000 | 51,768 | 5.2 | 53,550 | ||||
MS | PCG | 6210 | 34,139 | 5.5 | 35,812 | ||||
MS | PCG | 5.08 | 3825 | 19,043 | 5.0 | 20,866 | |||
MS | PCG | 5.07 | 7336 | 54,326 | 7.4 | 56,475 | |||
MS | DPCG | 1 | 4.77 | 748 | 6527 | 8.7 | 17,229 | ||
MS | DPCG | 4.77 | 1211 | 11,864 | 9.8 | 22,947 | |||
MS | DPCG | 4.77 | 1778 | 17,030 | 9.6 | 28,615 | |||
MS | DPCG | 4.77 | 2569 | 23,676 | 9.2 | 35,497 | |||
Liu | PCG | 1 | 10,000 | 44,122 | 4.4 | 45,083 | |||
Liu | PCG | 6049 | 31,085 | 5.1 | 32,018 | ||||
Liu | PCG | 5.07 | 2669 | 13,225 | 5.0 | 13,888 | |||
Liu | PCG | 5.07 | 3606 | 20,578 | 5.7 | 21,458 | |||
Liu | PCG | 5.07 | 7033 | 33,534 | 4.8 | 34,675 | |||
Liu | DPCG | 1 | 5.31 | 2877 | 22,791 | 7.9 | 26,521 | ||
Liu | DPCG | 4.77 | 1628 | 14,231 | 8.7 | 18,049 | |||
Liu | DPCG | 4.77 | 2234 | 23,244 | 10.4 | 28,057 | |||
Liu | DPCG | 4.77 | 3106 | 34,950 | 11.3 | 39,603 |
MS = ssSNPBLUP model proposed by Mantysaari and Stranden [7]; Liu = ssSNPBLUP model proposed by Liu et al. [5];
Parameters used for the second-level preconditioner;
Smallest and largest eigenvalues of the preconditioned (deflated) coefficient matrix;
Condition number of the preconditioned (deflated) coefficient matrix;
Number of iterations. A number of iterations equal to 10,000 means that the method failed to converge within 10,000 iterations;
Wall clock time (seconds) for the iterative process;
Average wall clock time (seconds) per iteration;
Wall clock time (seconds) for a complete process (including I/O operations)