Table 1 Escape time computations for the financial ABM

From: Task-oriented machine learning surrogates for tipping points of agent-based models

Models

SDE at g = 45.25

SDE at g = 43.75

ABM

Mean Escape Time

84.07

480.92

434.00

Escape Time Standard deviation

68.91

454.83

363.64

  1. Means and Standard deviations as computed with temporal simulations from the SDE trained on the DMAPs variable ψ1 for g = 45.25, g = 43.75 and the ABM at g = 45.25, respectively.