In each simulated run, every empirical SNP in the 3′-UTRs was shuffled to a random position maintaining the same trinucleotide sequence (i.e., the SNP position itself and the nucleotides immediately before and after).
The proposed sorted random projection maintains the strengths of random projection, in being computationally efficient and low-dimensional, with the addition of a straightforward sorting step to introduce rotation invariance.
It is noteworthy that the average degree distribution is essentially the same between real and random networks, for the random network maintains the same number of edges as the real network.
In summary, we observe that ordered random weighting maintains better the distance-preserving property of FJLT compared with the unordered random weighting and thus yields a better identification performance.
To assess the statistical significance of the network modularity observed in the GBM network, we used a local rewiring algorithm, such that random networks maintain the same size and all genes maintain the same degree, but the choice of interaction partners is random [29].
Chunkyspread [28] uses a simple controlled flooding mechanism over a random graph maintained by Swaplinks [69] for trees construction.
Random selection maintained an average classification accuracy rate above 85%% for 10 50 electrodes and obtained the highest average classification accuracy rate of 89.6 % with 32 electrodes.
According to Lusk and Norwood ([2005]), the random selection maintains orthogonality of the picked attributes; it performs well when the impact is analyzed using discrete utility functions; and it enables the estimation of the impact from interacted attributes.
Finally, cows were culled at random to maintain population size, if necessary.
We suppressed the effect of random errors by maintaining the temperature in a constant-temperature room within ±0.01°C.
