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Be a preprocessing method, O-PLS provides a way to remove systematic variation from an input data set X not correlated to the response set Y, and does not disturb the correlation between X and Y.
Once you get an idea of how much a stock or fund can lose during a market crash, you need an idea of past and present volatility, which is measured by standard deviation, a statistic that shows variation from an average.
That is, this 'data centric' perspective needs to be complemented by a 'modelling perspective' where distribution is perceived as variation from an ideal model (pp. 70-71).
We can also decompose the time variation from an initial period to a final period into consecutive subperiods (corresponding to the transitivity property of index numbers, see [24]).
Initial alignments were generated through systematic parameter variation from an ensemble of similar alternatives [34].
Furthermore, the relative significance of coding sequence variation compared to the regulatory sequence variation, from an evolutionary perspective, remains poorly understood [5].
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When any variation from a routine occurred, the software could alert a human operator.
Chia, J.M. et al. Maize HapMap2 identifies extant variation from a genome in flux.
Chia, J. M. et al. Maize HapMap2 identifies extant variation from a genome in flux.
Sequence 1 shows variation from a stream-dominated delta in the north to lagoonal deposits through the delta fringes.
Being a preprocessing method, O-PLS can remove systematic orthogonal variation from a given data set X without disturbing the correlation between X and the response set y.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com