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Because infection is not an all-or-nothing affair, individual variation in resistance to disease also results in different degrees of reaction to the infectious agent; i.e., the outcome of the interaction of host and parasite is variable in each individual instance.
Realistic scenarios may include dozens or even hundreds of agents and complex conditions to be considered for each individual instance of a given vignette.
After the shuffling step, each individual instance of the reducer receives all generated tuples of the form 〈ψ ′,(ψ,n,i)〉 for some formula ψ ′, and where ψ is a direct subformula of ψ ′.
Moreover, the class probability for each individual instance can also be extracted from the positive bags to identify possible binding site(s) for each probe sequence.
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Nonetheless, there are red things in the world and each of them is an individual instance of the universal red.
However, when the time dimension is involved, the clustering problem becomes harder because each data point is not an individual instance but a sequence of data (collected over time).
Offline storage of datasets such as Electronic Health Records EHRR) can be difficult even if the data does not exhibit Big Velocity or Variety, and high-throughput processing seen in real-time continuous data requires capable and efficient techniques even when each individual data instance does not have Big Volume.
Contextual snapshots remove this limitation by providing means for keeping the context for each individual interaction instance.
The actual values of the cell's qualities are defined for each individual time instance for which the cell exists.
In the first stage, a linear regression model is postulated for the true underlying pattern of change of cartilage volume over time for each individual (for instance, initial cartilage volume and rate of change), and these patterns are allowed to differ for each individual.
And again, it's focusing on an individual instance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com