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We provide an overview of prominent visualization methods based on nonlinear dimensionality reduction, and highlight applications in drug discovery.
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The ability to control the system without understanding everything about its parts showed, once again, the usefulness of an approach based on nonlinear dynamics, he said.
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Neural networks are new methodological tools based on nonlinear models.
The linear filters are based on linear operations, such as addition and constant multiplication, whereas nonlinear filters are based on nonlinear operations, such as minimum value selection.
It introduces a powerful network inference framework based on nonlinear autoregressive modeling and Jacobian estimation.
Methods based on nonlinear analysis were then introduced to characterize VF waveforms [ 19– 219.
We analyzed linezolid plasma concentrations with a compartmental pharmacokinetic model based on nonlinear mixed-effects modeling.
Plasma formation during optical breakdown is based on nonlinear absorption which relies on the irradiance distribution in the focal volume.
This strategy is based on a nonlinear dimensionality reduction framework that maps the space of viable grain size variability of microstructures to a low-dimensional region and a linear dimensionality reduction technique (Karhunen Loève Expansion) to reduce the texture representation.
The first one is based on a nonlinear correlation computation based on the Spearman's rank correlation coefficient.
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