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Information criteria indicate that MIDAS modelling improves upon simplistic approaches that do not utilise the mixed data sampling nature of the data.
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Indeed, exercise of an incremental nature with continuous data sampling shows a continuous increase in sAA and sCgA concentration with increasing exercise intensity which led to the suggestion for their use as markers for exercise intensity [14].
Variability in peptide identifications is clearly associated with the stochastic sampling nature of a data-dependent MS analysis, particularly in the context of low abundance proteins.
To account for the clustered nature of the data sample, random terms for school were included in all models.
All statistical analyses were conducted using the svy settings of Stata version 9, to adjust for the clustered nature of the data sample.
The behaviour of these applications heavily relies on the nature of the input data samples, thus making them strongly data-dependent.
Information redundancies caused by correlation nature among process variables and data samples may result in a poor generalization performance of the soft sensor.
The data samples are collected from a real experiment and are noisy in nature.
The reason is that due to highly underdetermined nature of our problem, subsampling of the input data sample could possibly lead to an unreliable inference methodology.
All subsequent analyses account for the sampled nature of the data, including the over-sampling of women with a first-degree family history of breast cancer, through sampling weight adjustment.
Most of the detailed analyses so performed did not indicate meaningful results for presentation in this paper mainly due to small sample nature of the data collected, especially considering number of the HCs and hospitals and a few dispensaries.
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