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Normalization essentially optimizes data modification at the possible expense of data retrieval.
Denormalization is the opposite; it optimizes data retrieval at the expense of data modification.
But the expense of data collection and processing had forced offline businesses to stick to measuring just the big stuff, and thus only to value big wins rather than examining the fine grains of their activities for small but useful improvements.
However, it is to be noted that the advantages and superiority of our technique are achieved at the expense of data transfer rate reduction due to the use of repeated training blocks.
Our implementations of in situ and in-transit post-processing show that these types of workflows are efficient on current supercomputing systems: the expense of data movement via MPI in the latter workflow is, in the cases examined here, small compared to the total time spent performing simulation or analysis.
The sample size used in this study was determined based on the expense of data collection and expedience.
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The idea is to remove much of the heavy-lifting (and expense) of data-driven story telling.
The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1471-2393/12/113/prepub We sincerely express our appreciation to the organization Etiopia-Utopia for covering the expenses of data collection for this research.
The pre-publication history for this paper can be accessed here: http://www.biomedcentral.com/1471-2393/14/137/prepub We sincerely express our appreciation to the organization Etiopia-Utopia for covering the expenses of data collection for this research.
The expense of Nielsen data precluded our ability to collate monthly data.
Todd's analysis demonstrated that the $20,000 CRM costs were swamped by the additional expenses of training, data collection, data analysis, information dissemination, and implementation programs.
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