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In the above model, only matrix A includes uncertain data.
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By approximating loop energies with a linear (affine) model, only two rows of each DP matrix need to be stored.
So far, our diffusion-binding model only considered the chromosome as a static matrix for the attachment of ParA-ATP dimers.
These authors model only the first mE eigenvectors of the residual covariance matrix.
Our previous work [ 6] and [ 7] proposed privacy-preserving models through the aggregation of non-sensitive intermediary results (i.e., gradient and Hessian matrix for the log-likelihood function), but the model only deals with binary models.
Parameter values for the different models were sampled from the estimated mean values and interindividual variability (within replicates, TGI model only) and model parameter uncertainty as estimated by the NONMEM covariance matrix of parameter estimates (for different replicates).
This transition matrix was applied to the first cycle (12 weeks) of the model only, to describe the initial improvement in FEV1 after starting therapy.
For the AR(1) model, only two parameters, residual variance and correlation per a unit speed interval, that specify the (co variance matrix are estimated.
Finally, though matrix-bound VEGF may be relevant to VEGFR2 activation [ 35], our model only considers receptors binding to soluble VEGF.
To estimate λ we developed a three age-class (newborns, juveniles and adults) female-only matrix model, and estimated the matrix parameters by fitting the model predictions to the field total population estimates; we summed the three age classes and multiplied the result by two (guanacos have an approximately 50% sex-ratio).
Despite substantial progress, the models only roughly approximate the matrix of interactions by the ocean, atmosphere and ice that shapes conditions in northern latitudes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com