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All those approximations suffer from the fact that they approximate the filtering distributions of the states by a Gaussian distribution at all time points and cannot adequately approximate skewed or multimodal distributions.
Except for the simple models, the likelihood function is computationally intractable, so these methods either perform exact inference on an approximated model where the likelihood computation is tractable, or they approximate the likelihood with a more tractable function, or some combination of the two.
They approximate the impersonal style of science.
They approximate and inflate rather than distil and concentrate.
"The more outrageous, the more burlesque the perpetrators become, the closer they approximate the testimonies," Kentridge says.
The Duke researchers believe the auditory system judges sounds to be pleasant the closer they approximate to this generalized power spectrum of the human voice.
Similar(7)
They approximated it in writing, in the blog and on Twitter, surrounding Jewish names with triple parentheses.
They approximated the derivative using a nine-point grid stencil, resulting in nine unknown coefficients.
They approximated term frequency by backing off to the frequency of the phonetic substrings of the targeted terms.
Besides, they approximated it from a maximum a posteriori model where each region is modeled by the mean estimated in a local Gaussian neighborhood.
In [14] they approximated 3D structures of natural scenes to generate stereo images, using warm or cool color theories to generate depth data with simple models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com