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Our approach utilizes a multi-dimensional filter that captures the functional nature of the data while adjusting for additional variables that may be part of the experimental design.
In this setting, the purpose of a learning algorithm is to discover the probability distribution p that captures the "functional" relationships that may exist between X and Y.
This model captures the functional essence of histone marks as molecular signals that need not only to be 'written' but also to be 'read' by the appropriate machinery.
It appears that the DLQI total score, as a single index score, adequately captures the functional and psychosocial impact of moderate to severe plaque psoriasis.
This reduced ligand representation captures the functional type and arrangement of each chemical group while removing structural scaffolding that is not likely to form a significant interaction.
Next, we reasoned that if the PANA methodology truly captures the functional links between pathways, the algorithm parameters will also control the biological consistency of the generated network.
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Capturing the functional dynamics of large-scale neuronal circuits in awake behaving mammals at high speed and resolution has remained one of the main frontiers in systems neuroscience.
I will outline how to use manifold learning techniques to capture the functional connectivity architecture in individuals.
This definition is expressive enough to capture the functional behavior of any real system with sequential transitions.
To generalize the model, an artificial neural network approach is used to capture the functional relationship of the selected parameters with the process operating conditions.
Like the human genome sequence, the results of metagenomic analysis represent a type of "parts list" that does not fully capture the functional properties, interrelationships, and dynamics of living microbial communities.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com