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It is herein proposed to allow the evolution of the weight of a neural network sequentially in time while also computing the noise covariance matrices of the EKF algorithm automatically by maximizing the evidence density function with respect to the noise covariance matrices.
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Since the training set is fixed, the likelihood and evidence densities are in fact time invariant.
We propose models for both likelihood and evidence densities, required for the sequential estimation process, as described in Eqs.
There was no evidence for density dependence in any measure for the California region but negative density dependence was detected in the germination of seeds from Argentina.
Nonetheless, we found evidence for density regulation that would not have been detected using the low-density dataset alone, demonstrating the complex meshing of endogenous and exogenous forces in shaping animal population sizes [ 55].
This is direct evidence for density dependence of the distribution, and it provides an estimate of the maximum density Daphnia pulicaria can tolerate under these conditions.
There is evidence that density measured by the Cumulus interactive threshold software is a better predictor of risk than density assessed visually [ 3].
The experimental data provides direct evidence that density, surface tension and viscosity anomalies of water are caused by the presence of variable concentration of deuterium which leads to the formation of water clusters of different size and quantity.
Based on this study, we provide evidence of density fractionation of organics in turbidity currents, which is implied to be a major control on the distribution of particles in deep-marine depositional systems.
These analyses described a random pattern of bird distribution and with no evidence of density compensation this suggests that competition is a weak structuring force of mangrove bird assemblages.
Our study supports prior evidence that density patterns are associated with breast cancer risk [ 4].
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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