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A parameter rich model naturally fits the data better than a simpler model [47].
A more complex hypothesis fits the data better than a simpler model, in general.
In addition, we found that a model allowing a variation in ω between toothed whales and baleen whales is significantly better than a simpler model estimating the same ω for both major lineages of whales (P = 0.04, χ test).
Its principal disadvantage is that it only tests whether a polynomial specification is better than a simpler specification and does not allow direct comparison of two non-nested models each with a different specification, such as linear and logarithmic.
We found that a model that allows a variation in ω between the common ancestor (ω1 = 0.15) and all 16 nonwhale mammals (ω2 = 0.35) is significantly better than a simpler model that assumes the same ω (ω0 = 0.16) across the tree (P = 0.016), which suggested that a functional relaxation of Pkd2l1 arose in the common ancestor of whales.
Similar(55)
Better than a simple menu?
Is a complex model always better than a simple one?
DETAILS For some prospective second-home buyers, there's nothing better than a simple homesite.
However, this did not prove to be any better than a simple passive filter using a 2K resistor and a 1.1uF capacitance.
But it turns out that, after fees and taxes, it is the extremely rare actively managed fund or hedge fund that does better than a simple index fund.
Here a 14-pointed star – much better than a simple X – marks the spot where the holy birth is said to have taken place.
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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