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It also enjoys the support of many vendors which provide a rich set if additional nodes covering most standard data processing needs for typical chemistry studies.
Even though these languages provide standard data processing operators so users do not have to implement custom Map and Reduce functions, they are externally implemented and not integral to the MapReduce architecture.
Moreover, the standard data processing and image classification methods used will involve the loss of information as the continuous quantitative spectral information is degraded into a set of discrete classes.
Standard data processing was applied with sampling rate of 2 ms, including trace editing, deconvolution, multiple removal, NMO correction with stretching factor of 1.5, CDP stacking and post-stack time migration with maximum dip of 60 degree; these methods are described in detail by Yilmaz and Doherty (1987).
In ordinary mRNA expression microarray, it is a standard data processing procedure to normalize the microarray data with an assumption that the whole mRNA expression signal is constant among the samples.
Standard data processing and most analyses were conducted using NMRPipe.
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The MCS data were processed through the standard seismic data processing flow of JAMSTEC, which consists of noisy-trace editing, 30- to 80-Hz band-pass filtering, velocity analysis, normal moveout (NMO) correction, common depth point (CDP) stacking, and poststack time migration.
A standard seismic data processing sequence was applied to the data.
Our main goal in this paper is to understand parallel performance of hyperspectral imaging algorithms comprising the standard hyperspectral data processing chain (which includes pre-processing, selection of pure spectral components and linear spectral unmixing) in the context of fully heterogeneous computing platforms.
Unfortunately, this is not part of the standard Illumina data processing and also non-trivial for short adapter fragments, especially given the increasing sequencing error at the end of reads.
Slightly over half of the articles reviewed met standards for data collection, with only a third of articles meeting standards for data processing.
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