elif method == 2:
inf_method = approx_inf.EKS(damping=0.5)
elif method == 3:
inf_method = approx_inf.UEP(power=1, damping=0.5)
elif method == 4:
inf_method = approx_inf.UEP(power=0.5, damping=0.5)
elif method == 5:
inf_method = approx_inf.UKS(damping=0.5)
elif method == 6:
inf_method = approx_inf.GHEP(power=1, damping=0.5)
elif method == 7:
inf_method = approx_inf.GHEP(power=0.5, damping=0.5)
elif method == 8:
inf_method = approx_inf.GHKS(damping=0.5)
elif method == 9:
step_size = 1e-2
inf_method = approx_inf.EP(power=1, intmethod='UT', damping=0.05) # this method requies more damping
elif method == 10:
if fold in [1]:
inf_method = approx_inf.EP(power=0.5, intmethod='UT', damping=0.5)
else:
inf_method = approx_inf.EP(power=0.5, intmethod='UT', damping=0.5)
elif method == 11:
inf_method = approx_inf.EP(power=0.01, intmethod='UT', damping=0.5)
elif method == 12:
if fold in [3, 4, 6, 7, 9]:
inf_method = approx_inf.EP(power=1, intmethod='GH', damping=0.1)
elif method == 2:
inf_method = approx_inf.EKS()
elif method == 3:
inf_method = approx_inf.UEP(power=1)
elif method == 4:
inf_method = approx_inf.UEP(power=0.5)
elif method == 5:
inf_method = approx_inf.UKS()
elif method == 6:
inf_method = approx_inf.GHEP(power=1)
elif method == 7:
inf_method = approx_inf.GHEP(power=0.5)
elif method == 8:
inf_method = approx_inf.GHKS()
elif method == 9:
inf_method = approx_inf.EP(power=1, intmethod='UT')
elif method == 10:
inf_method = approx_inf.EP(power=0.5, intmethod='UT')
elif method == 11:
inf_method = approx_inf.EP(power=0.01, intmethod='UT')
elif method == 12:
inf_method = approx_inf.EP(power=1, intmethod='GH')
elif method == 13:
inf_method = approx_inf.EP(power=0.5, intmethod='GH')
elif method == 14:
inf_method = approx_inf.EP(power=0.01, intmethod='GH')