Michelle Girvan

Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data.

Jaideep Pathak, Edward Ott, Zhixin Lu, 2017, Chaos.

Stability of Boolean networks with generalized canalizing rules.

Andrew Pomerance, Michelle Girvan, Ed Ott, 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

The structure and dynamics of complex networks: a statistical physics and dynamical systems approach

James P. Sethna, Michelle Girvan, 2004 .

Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach.

Jaideep Pathak, Zhixin Lu, Brian Hunt, 2018, Physical review letters.

Dynamical instability in Boolean networks as a percolation problem.

Edward Ott, Shane Squires, Michelle Girvan, 2012, Physical review letters.

Optimal design, robustness, and risk aversion.

Michelle Girvan, M E J Newman, J Doyne Farmer, 2002, Physical review letters.