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Four multivariate missing data mechanisms were imposed, since these are the least studied mechanisms, yet the most appropriate to real life situations.
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Appropriate operating mechanisms are imposed to maintain the integrity of the system.
These examples demonstrate that if certain check and balance mechanisms are imposed, interfering in the process of natural selection is possible.
Besides the network architecture, the CCBHNC also differs from the original Hopfield neural network in that a competitive winner-take-all mechanism is imposed in the evolution of the network.
If we now assume further that a control or reaction mechanism is imposed, a slightly more complicated nonhomogeneous model such as the following.
The regression coefficient estimates for X3 and X4, were further from the true value when a MNAR mechanism was imposed than with a MAR mechanism, but estimates for X2 and X5 were slightly closer.
Better coverage rates were seen using MICE-PMM without transformations or the ' aregImpute' function than with the other MI approaches and also when a MAR mechanism was imposed rather than a MNAR mechanism.
The similarity of results for the multivariate MAR mechanism and the combined mechanism may have occurred because the MNAR mechanism was imposed on the covariate with the smallest amount of missingness and hence this mechanism had the least effect on the overall results.
There were several limitations to our tests of hallucination mechanisms that were imposed by the overall study design.
The market mechanisms in Dutch healthcare were rated positively; changes were imposed by the government with many negative consequences.
Five levels of missingness (ranging from 5%to7575%) were imposed on three covariates using a missing at random (MAR) mechanism.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com