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This literature review revealed that the issue of dimensionality reduction in big data could be handled by adopting front-end data processing, online feature selection from big data streams, constant-size corsets for clustering, statistical methods, and fuzzy classification-based soft computing approaches.
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L.N., C.L., L.K., W.W., Y.L., D.F. and H.P. conducted informatics data processing and online database development.
First, the interests of the parties involved in typical data processing activities online – for example social networking or e-commerce – can be expressed in adversarial terms.
MRF data processing is performed online at the MR scanner based on a dedicated "fingerprinting dictionary" [6].
In this paper, we show that it is possible to further reduce the overall experiment time by incorporating an online data processing (streaming) scheme to process the data while it is transferred.
Online data processing may be useful for projects such as clickstream analysis or event detection.
Filtering is promoted in conjunction with online data processing and intelligent data analysis supporting fact-based decision.
Using PCR amplification, sequencing and online data processing, a high degree of genetic diversity was revealed in all three CRISPR elements.
On the other hand, the Spike 2 implementations are designed for online data processing, allowing real-time characterization and visualization (script version), and triggering of stimuli (sequencer version).
To support online data processing, the job submission/execution method of the elastream has to be extended with an additional layer.
Online data processing (also referred to as stream or incremental data processing) has been addressed since the early days of distributed computing, especially in the area of distributed database systems.
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