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This paper formulates a complex hypothesis concerning the corrosion mechanisms of A6092/SiC/17.5p metal matrix composite in chloride containing solution as a function of time.
A poor choice of values for a hyper-parameter can lead to poor performance in terms of overly complex hypothesis that leads to poor out-of-sample generalisation.
This illustrates how SEM helps generating and investigating complex hypothesis not available by other methods.
A more complex hypothesis fits the data better than a simpler model, in general.
The key hypotheses are (i) the immune complex hypothesis and (ii) the T cells and cytokines hypothesis.
On the other hand, when encountering complex hypothesis testing scenarios in practical data analyses, resorting to resampling-based methods is a very natural and effective strategy.
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From a learning-theoretic perspective, dismissing complex hypotheses impairs the reliability of inductive methods.
This kind of situation may, of course, arise for much more complex hypotheses.
However, these alternative proposals disagree about the 'cost' associated with more complex hypotheses.
"People were imagining very complex hypotheses to explain the absence of placodes in reptiles," says University of Geneva geneticist Michel Milinkovitch in Switzerland.
The unexpected nature of the results regarding maternal depression and closeness provides new and more complex hypotheses about how mothers of special needs children demonstrate adaptation and resilience.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com