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Data processing is needed to extract reliable information from sequencing data and it can be divided into two major steps: primary analysis (image analysis and base calling) and secondary analysis.
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Sure, you don't need temperature data every second, but think about the amount of data coming from your Dropcam and how much processing is needed to turn that video stream into actionable notifications and triggers for automation.
Increasingly, complex data processing is needed for production information to meet existing needs.
A standardization of data processing and evaluation is needed to make 18F-FET PET comparable between different centres.
An efficient method for data processing and interpretation is needed to support and extend disulfide mass-mapping methodology based on partial reduction and cyanylation-induced cleavage to proteins containing more than four cystines.
We can therefore speculate that higher-level data processing (and perhaps behavioral responses to data feedback) is needed to anticipate and prevent hypoglycemic episodes.
More work is needed to facilitate the access to, search, retrieval, and processing of existing data on the Internet.
In addition, big data streams are needed to be processed online to avoid lateral resource consumption for storage and processing.
This produces large quantities of data, and hence automated image processing algorithms are needed to extract useful quantitative measures of the observed phenomena.
Although many journals now require that the data be submitted to acceptable public repositories upon conditional acceptance, 68 more strict publication rules enforcing public data availability and explicit description of data processing and analysis will be needed to ensure repeatability.
It is still difficult to quantify the SNR in the data processing, and additional investigations are needed to clarify the origin of these heterogeneous internal SH coefficients.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com