. 2022 May 13;12:7969. doi: 10.1038/s41598-022-11693-9

Table 2.

Configurations of top-tier forecasting-specialized methods.

Model	Configurations
ARIMA	$p = 1 ; d = 0 ; q = 0 ;$
Ridge	$α = 1 ; s o l v e r = s v d ; t o l e r a n c e = 10^{- 3} ;$
LASSO	$α = 1 ; m a x_i t e r = 1000 ; s e l e c t i o n = c y c l i c ; t o l e r a n c e = 10^{- 4} ;$
SVR	$k e r n e l = r b f ; γ = s c a l e ; C = 1 ; ϵ = 0.1 ; t o l e r a n c e = 10^{- 3} ;$
DTR	$c r i t e r i o n = m s e ; s p l i t t e r = b e s t ; m i n_s a m p l e s_s p l i t = 2 ; m i n_s a m p l e s_l e a f = 1 ;$
RFR	$n_e s t i m a t o r s = 100 ; c r i t e r i o n = m s e ; m i n_s a m p l e s_s p l i t = 2 ; m i n_s a m p l e s_l e a f = 1 ;$
GBR	$l o s s = l e a s t_s q u a r e d ; n_e s t i m a t o r s = 100 ; c r i t e r i o n = f r i e d m a n_m s e ;$
GBR	$m i n_s a m p l e s_s p l i t = 2 ; m i n_s a m p l e s_l e a f = 1 ; m a x_d e p t h = 3 ; t o l e r a n c e = 10^{- 4} ;$