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"We call them minimal cells... because they should contain the minimal number of components that produce a behavior [or] function very similar to cells".
Due to limited number of data points that was extracted from test samples it was necessary to use minimal number of components in GMM to prevent overfitting.
The main contribution consists in the determination of a sequence which has the minimal number of components to disassemble, taken into account several criteria: stability, the geometrical form, operations done in parallel, and the irreversible operations.
I also wanted to put as much information within the track as possible, whilst maintaining a minimal number of components.
We build a reaction-diffusion model of the BMP/Sog system in Oncopeltus based on a minimal number of components and their interactions.
Obviously, these definitions are oversimplifications as the minimal number of components necessary to constitute a functional complex could be different for every complex.
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The defined culture condition comprises a basal medium with a minimal number of defined components including five highly purified proteins and fibronectin as a substrate.
The optimal PLS parameter settings were decided as the minimal number of PLS components and spots still giving a good predictive power.
Determination of the minimal number of its components is estimated by computing the pairwise variation (PV) of two sequential NFs (Vn/n+1) as the standard deviation of the logarithmically transformed NFn/NFn+1 ratios, reflecting the effect of including an additional gene [ 4].
Since the number, roles, and contributions of specific ionic currents in the EC are a matter of debate, we implement our model using a minimal number of functional components, each being a simplified and linearized description of some prototypical ionic current.
We demonstrate that a redundant biological system can in principle be reduced to a minimal number of almost independent components.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com