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This supports inferences of directionality and allows comparison of models to infer changes in network organization, over and above changes in connection strength within a standard network.
We went on to corroborate our findings with PPIs, a complementary technique that does not support inferences of causality or directionality but uses simpler general linear models to infer differences in functional connectivity.
To this end, I present a method that exploits Markov state models to infer statistically causal drivers of protein dynamics.
Another application of my research is in designing models to infer the general topic or theme in data texts.
He is also using biophysical models to infer cell-state specific changes in the regulatory activity of transcription factors from genomewide mRNA expression levels.
We directly study local consistency models i.e., those we can analyze using requests to a sample of objects and use the relationships between models to infer bounds on the others.
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CENI is a two-step framework, which first attempts to obtain the cluster structures and then incorporate them with a network inference model to infer edges.
The second phase integrates the obtained (mathcal {C}) to a traditional network inference model to infer (mathcal {E}), which also requires the observed cascades as input.
I'm designing a probabilistic model to infer hidden themes and structures in data.
At landscape to State scales one must rely on a model to infer how much water is evaporated by natural and managed ecosystems.
Our general approach, which employs a pairwise maximum entropy model to infer couplings between residues, has been successfully used to predict the 3D structures of proteins from sequences.
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