. 2025 Feb 18;11:e2690. doi: 10.7717/peerj-cs.2690

Table 4. Dynamic data windows $t w$ in annual $a n$ , semiannual $s m$ , and quarterly $q u$ setups for AC agents.

Window	$t w$	$D_{t w_{s m = 0}}$
Annual	$t w_{a n = 1}$	$D_{t w_{a n = 1}} = {t w_{a n = 1}^{a_{1}}, t w_{a n = 1}^{a_{2}}, t w_{a n = 1}^{a_{3}}, t w_{a n = 1}^{a_{4}}, t w_{a n = 1}^{5}}$
Semiannual	$t w_{s m = 1}$	$D_{t w_{s m = 1}} = {t w_{s m = 1}^{a_{1}}, t w_{s m = 1}^{a_{2}}, t w_{s m = 1}^{a_{3}}, t w_{s m = 1}^{a_{4}}, t w_{s m = 2}^{a_{4}}, t w_{s m = 1}^{5}}$
Semiannual	$t w_{s m = 2}$	$D_{t w_{s m = 2}} = {t w_{s m = 2}^{a_{1}}, t w_{s m = 2}^{a_{2}}, t w_{s m = 2}^{a_{3}}, t w_{s m = 2}^{4}, t w_{s m = 1}^{5}, t w_{s m = 2}^{5}}$
Quarterly	$t w_{q u = 1}$	$D_{t w_{q u = 1}} = {t w_{q u = 1}^{a_{1}}, t w_{q u = 1}^{a_{2}}, t w_{q u = 1}^{a_{3}}, t w_{q u = 1}^{a_{4}}, t w_{q u = 3}^{a_{4}}, t w_{q u = 1}^{5}}$
	$t w_{q u = 2}$	$D_{t w_{q u = 2}} = {t w_{q u = 2}^{a_{1}}, t w_{q u = 2}^{a_{2}}, t w_{q u = 2}^{a_{3}}, t w_{q u = 2}^{4}, t w_{q u = 1}^{5}, t w_{q u = 2}^{5}}$
	$t w_{q u = 3}$	$D_{t w_{q u = 3}} = {t w_{q u = 3}^{a_{1}}, t w_{q u = 3}^{a_{2}}, t w_{q u = 3}^{a_{3}}, t w_{q u = 3}^{4}, t w_{q u = 2}^{5}, t w_{q u = 3}^{5}}$

Table 4. Dynamic data windows tw in annual an, semiannual sm, and quarterly qu setups for AC agents.