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Fig. 3 Univariate and multivariate count Gaussianity.
We propose in this paper a spatial random coefficients flexible multivariate count model to examine, at the spatial level of a census tract, the number of pedestrian injuries by injury severity level.
A common way of modeling multivariate count data is to use the multinomial model.
Microbiome data are multivariate count data in their original form and are statistically challenging to analyze due to their high dimensionality, phylogenetic constraints among species/OTUs, overdispersion and excessive zeros.
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The multivariate counting process, associated with the number of level crossings by the component non-Gaussian processes, is modelled as a multivariate Poisson point process.
The proof is argued in the framework of the multivariate counting processes, the martingale theory, and the techniques commonly used in nonparametric regression.
This results in multivariate counting processes N + ( t ) = [ N i + ( t ), …, N n + ( t ) ] and N − ( t ) = [ N i − ( t ), …, N n − ( t ) ], where n is the number of users in the network.
Notably, the covariate vectors are not constant in time; this fact, in addition to the multivariate counting process response, distinguishes our approach from that of other studies of Twitter data such as that of Golder and Macy [16], who model multivariate continuous (not counting process) responses as functions of fixed predictor variables.
The proposed model is applied to the multivariate crash counts obtained from intersections in Tennessee for five years.
Indeed, in multivariate analysis, vascular count did not retain its influence on OS also in our study.
On multivariate analysis CD4 count <50 cells/μl (adjusted geometric mean ratio [aGMR]: aGMR: 0.53, bias-corrected accelerated [BCA] 95% CI: 0.42-0.68) wassociatedted with shorter ART treatment delay.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com