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Google now also shows an aggregated count of users that have engaged with a certain page, either by +1'ing it or by adding it to a circle.
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Only highly aggregated count data is transferred to the datacenter for statistical processing and display.
We applied the Poisson model, which relied on aggregated count data to identify clusters of districts with high rates of CXR+Pn.
We sum the data over time for each cell (each combination of Age, Sex, Triage Category, Facility and Departure Status in the training period from 2006 to 2008) and train a regression tree on these aggregated counts.
The change in the surveillance system from aggregated counts to individual report probably had a direct impact on the number of reported cases, as observed in other preventable diseases in Catalonia, such as rubella and measles [ 16].
For miRNAs, the raw aggregated counts for mature miRNAs were used.
The calculations described in Sections 3 to 5 are then applied by simply using the aggregated counts x3 and x4 and the aggregated means μ3 and μ4.
The aggregated counts x3 and x4 are observations from random variables X3 and X4 which are Poisson variables (since they are obtained by summing the independent Poisson variables X3k and X4k) with means μ3 = Σ μ3k and μ4 = Σ μ4k.
When regression to the mean bias is unlikely, and if we consider the treated sites as a whole (and the comparison sites as a whole), the calculations and results described in Sections 3 to 5 can be applied by simply using the aggregated counts x1 = Σ x1i, x2 = Σ x2i, x3 = Σ x3k, x4 = Σ x4k and the corresponding aggregated means, with the prior given in Eq. 8.
In this study, we used the aggregated counts.
In this paper, we focus on the comparison of the Bayesian and frequentist regression methods for aggregated counts.
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CEO of Professional Science Editing for Scientists @ prosciediting.com