{ "matrices": [ [ [ 1.18, 0.22 ], [ 0.04, 0.82 ] ], [ [ 0.86, 0.16 ], [ -0.1, 1.26 ] ] ], "stationary_check_p05": { "empirical_pi": [ 0.493125, 0.506875 ], "theoretical_pi": [ 0.5, 0.5 ], "mass_equation_max_residual": 0.00687500000000002 }, "stationary_check_p095": { "empirical_pi": [ 0.5105, 0.4895 ], "theoretical_pi": [ 0.5, 0.5 ], "mass_equation_max_residual": 0.01050000000000001 }, "smoothness_fd": { "symmetry_point": { "p": 0.5, "predicted_derivative": 0.0, "rows": [ { "h": 0.08, "derivative": 0.08604483944413381, "abs_error_vs_predicted_zero": 0.08604483944413381 }, { "h": 0.04, "derivative": 0.06598617028438936, "abs_error_vs_predicted_zero": 0.06598617028438936 }, { "h": 0.02, "derivative": -0.0035553233883770657, "abs_error_vs_predicted_zero": 0.0035553233883770657 }, { "h": 0.01, "derivative": -0.028830274117891755, "abs_error_vs_predicted_zero": 0.028830274117891755 }, { "h": 0.005, "derivative": 0.016807390162384278, "abs_error_vs_predicted_zero": 0.016807390162384278 } ] }, "interior_point": { "p": 0.35, "rows": [ { "h": 0.04, "derivative": 0.057535700217820104 }, { "h": 0.02, "derivative": 0.024060335784685007 }, { "h": 0.01, "derivative": 0.014878132091934206 }, { "h": 0.005, "derivative": -0.04080460977431456 } ] } }, "boundary_sweep": [ { "p": 0.05, "mean_lambda": 0.014440067036664131, "std_over_seeds": 0.000229287803093258 }, { "p": 0.1, "mean_lambda": 0.01603810748597485, "std_over_seeds": 0.0004167124270967387 }, { "p": 0.25, "mean_lambda": 0.021485863538148547, "std_over_seeds": 0.0008744452911053991 }, { "p": 0.5, "mean_lambda": 0.032439754459780486, "std_over_seeds": 0.0011245488617561102 }, { "p": 0.75, "mean_lambda": 0.06176584551297099, "std_over_seeds": 0.0021265752746986027 }, { "p": 0.9, "mean_lambda": 0.1117609970916824, "std_over_seeds": 0.0012845996163561514 }, { "p": 0.95, "mean_lambda": 0.14526129666461574, "std_over_seeds": 0.000600277379423307 } ], "controller": { "target_lambda": 0.03407972489448906, "initial_p": 0.2, "final_p": 0.20040328581658762, "trace": [ 0.017883118489610605, 0.017850025521083477, 0.018602873777378147, 0.01893958123637008, 0.0175831409546936, 0.020314420683836643, 0.019373077954501692, 0.017538683541248885, 0.017749856631798597, 0.01796167244382069, 0.01926271808275504, 0.017999524357872304 ] }, "predictions": [ "For primitive p in (0,1), empirical stationary masses should approach pi=(.5,.5).", "In the smooth interior, central finite-difference derivative error should decrease approximately quadratically with h after accounting for Monte Carlo noise.", "Near p=0 or p=1, mixing slows and finite-time Lyapunov estimates should have larger seed variance than at p=.5." ] }