Compared to the computation time of DSAD (3.51 h), the average computation time of these two features on the IEEE-SA database was much reduced (0.78 h).
Thus quantitative understanding of LIP function, as suggested above, is more likely to arise from consideration of specific behavioral paradigms in which relevant inputs can be specified precisely, possible neural computations can be inferred from quantitative modeling of behavioral data, and neural signals can be compared to the internal computations postulated by the behavioral model [31], [73].
One can precompute many of the terms needed in the formulas and the remaining computations are small compared to the total computation time used in linkage programs.
Compared to the pre-computation method, the proposed solution achieved 75% average code compaction and compared to the centralized runtime address generation scheme, the proposed solution achieved 32.7% average performance improvement.
At the Student Cluster Competition 2016 (SCC 2016), we reproduced the results of their paper on an Intel Xeon Phi Knights Landing cluster and analyzed the share of communication time compared to the whole computation.
The total time consumed by IP core wavelet decomposition increased only 2.802% compared to the PC computation time; path angle relative error is 8%, and the average measurement time is 198.22 ms.
We were also able to cluster the ProtoNet4 data (114K) requiring time (3 min on a 2.80 GHz machine) that was negligible as compared to the similarity computation preprocessing time.
Compared to the INLP, the computation time of the adaptive GA is much lower within 1.68 s.
Compared to the iterative SimRank computation, the time and space cost of similarity computation is significantly reduced, since WebSim maintains only the similarity matrix of 1-hop that is much smaller than that of multi-hop.
The runtime computation of the address constraints results in negligibly small overhead in latency, area and energy while it provides substantial reduction in program storage, reconfiguration agility and energy compared to the prevalent pre-computation of address constraints.
