194 citations · 678 across the 20 of their papers we have counts for
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cs.SI2014
Capturing collective conflict dynamics with sparse social circuits
Edward Lee, Bryan Daniels, Jessica Flack +1
We discuss a set of computational techniques, called Inductive Game Theory, for extracting strategic decision-making rules from time series data and constructing probabilistic soci…
q-bio.QM2014★ 100 cited
Efficient inference of parsimonious phenomenological models of cellular dynamics using S-systems and alternating regression
Bryan C. Daniels, Ilya Nemenman
The nonlinearity of dynamics in systems biology makes it hard to infer them from experimental data. Simple linear models are computationally efficient, but cannot incorporate these…
q-bio.QM2014★ 6 cited
Automated adaptive inference of coarse-grained dynamical models in systems biology
Bryan C. Daniels, Ilya Nemenman
Cellular regulatory dynamics is driven by large and intricate networks of interactions at the molecular scale, whose sheer size obfuscates understanding. In light of limited experi…