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Failure to control for these factors can lead to incorrect inference in time series analysis.
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Most environmental factors that vary in time also vary in space, and – as explained above – inferences in space (synchronic) are far easier than inferences in time (allochronic).
Measuring antibody waning is critical for inference in serological time series.
The new model of semantic networks using the adaptive associative memories can do inference extremely fast — in time that does not increase with the size of knowledge base.
Relaxed molecular clock models allow divergence time dating and "relaxed phylogenetic" inference, in which a time tree is estimated in the face of unequal rates across lineages.
On the other hand, our method can provide a pedigree consistent inference in comparable running time.
Indeed, special cases of approximate inference can be performed in time polynomial in the input size.
This is a standard procedure in computational studies of learning processes that require inference on conditional probabilities in time series (cf. Behrens et al. 2007; Daunizeau, den Ouden, Pessiglione, Kiebel, Friston et al. 2010).
It appears inevitable that, in time, Bayesian inference will also be regarded as the standard in ocean engineering applications.
In static systems and hidden Markov models, computation of a metric called treewidth induces a tree decomposition that can be used to perform logical or probabilistic inference and max + optimizations in time exponential in treewidth and linear in overall system size.
Augmenting the number of sequences should generally have a positive effect on divergence time inference in cases where the number of nodes bearing calibration information increases and they are distributed evenly along the topology.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com