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This paper demonstrates how machine learning methods can be applied to deal with a real-world decipherment problem where very little background knowledge is available.
They are therefore particularly suited to study the reliability of published research at the beginning of a research program, when little background knowledge is available and priors of the tested hypotheses are low.
Similar(58)
For the given data, the following background knowledge was available and corresponding expectations apply for data processing: It was experimentally confirmed that mRNA content was the same for all sample preparations, and thus expression intensities are expected to be similar for all measurements.
It is a lot more open and so much knowledge is available.
That expansive knowledge is available to any guest, absolutely free.
His collection The Knowledge is available from Nine Arches Press.
All knowledge was available even in a local branch library.
Technical knowledge was available in the various artisan guilds.
In other words, only minimal knowledge was available of the products of my work.
The technical means and knowledge are available.
For example, the background knowledge may be available because the adversary knows a particular target individual in the disclosed data set, an individual in the data set has a visible characteristic that is also described in the data set, or the background knowledge exists in a public or semi-public registry.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com