statsmodels.stats.meta_analysis._fit_tau_iterative

statsmodels.stats.meta_analysis._fit_tau_iterative(eff, var_eff, tau2_start=0, atol=1e-05, maxiter=50)[source]

Paule-Mandel iterative estimate of between random effect variance

implementation follows DerSimonian and Kacker 2007 Appendix 8 see also Kacker 2004

Parameters:
eff : ndarray

effect sizes

var_eff : ndarray

variance of effect sizes

tau2_start : float

starting value for iteration

atol : float, default: 1e-5

convergence tolerance for absolute value of estimating equation

maxiter : int

maximum number of iterations

Returns:

  • tau2 (float) – estimate of random effects variance tau squared

  • converged (bool) – True if iteration has converged.