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MPS allows to simulate more complex random fields, like phenomena characterized by spatial connectivity.
Simple models such as Random Walk, Random Waypoint, or more complex Random Map Based Movement does not reflect such characteristics as the relationship between the carriers which may be people or their repeated behavior.
Their major disadvantage is that they relay further on visual estimation to establish the cut-off to determine signal from noise, or more complex, random from specific localization.
The more complex random effect structure was chosen to resemble more closely the analysis at the individual level and to improve the validity of the inference [ 18].
For all outcomes studied, the Bayesian Information Criterion preferred the more parsimonious random intercepts model to the more complex random intercepts-plus-slopes model.
More complex random effects models are available that can model time dependence in the error term by incorporating correlation structures according to different time series models, like autoregressive models (AR) or moving average models (MA) [ 40].
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A great number of coherent annealing twins are formed, making the pole figures more complex and random.
But when it comes to adding texture, typically the more complex and random the texture the more successful it is.
These properties of the observed network were all significantly greater than those of a random network for bacterioplankton and the inter-kingdom network, suggesting that the observed network was more complex than a random network.
(2) Unspecific and not observable effects have to be taken into account by more or less complex random effect structures.
The procedures are more complex for the random-effects model.
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