If data can be split into various independent partitions (as in the example in Fig. 4 above), processing of that data can exploit parallelism, for example by keeping multiple cores of a processor or multiple CPUs in a cluster busy at the same time.
The goal of future research on the biological bases of cognitive aging should be to combine multiple methods to increase explanatory power, for example by combining multiple neuroimaging methods (e.g., [ 83, 84]) with genetic information (e.g., [ 52, 85]).
Traditional PBD has focused on end-user programming for a single user, and does not support parallel collaborative procedure model construction from examples provided by multiple experts.
Big data raises many privacy concerns as, for example, by combining multiple data sets one can easily re-identify privacy-sensitive data even this data has been anonymized.
For example, by testing multiple aspects of performance, rather than relying on a single measure, we demonstrated that while SVA substantially reduced the proportion of variation attributable to batch effects, as well performing with precision, it actually decreased accuracy relative to the unadjusted data.
8 9 This requires estimating the correction factor, for example, by collecting multiple samples from a representative subset of the survey population.
First, considerable progress can be made with already existing data, for example by combining multiple datasets from different sources and across scales.
Future studies would also benefit from accounting for experimental differences that can influence the loci detected, for example by combining multiple approaches as we have done here.
We could gain further understanding of the biological implications of this result by extending the model to incorporate a more accurate representation of the stem segment, for example by modelling multiple cell files with tissue-specific active transport.
For example, by using multiple-frequency shaped pulses,[ 51] changing the offset of the selective shaped pulse after each scan,[ 52] and/or using advanced cryoprobes, the sensitivity of the broadband proton proton-decoupled Cproton proton-decoupledan be considerably enhanced.
