Box Office Forecasting considering Competitive Environment and Word-of-Mouth in Social Networks: A Case Study of Korean Film Market

Table 7

Selected variables by GA for each algorithm and each forecasting model when all screening, competition, and SNS-related variables are considered. The number in each cell indicates whether the corresponding variable is selected for the forecasting model (1: selected, 0: not selected).

Variable	Model W1				Model W2				Model T
	MLR	SVR	GPR	-NN	MLR	SVR	GPR	-NN	MLR	SVR	GPR	-NN
	1	1	1	1	1	1	1	1	1	1	1	1
	0	0	0	1	0	0	0	0	1	0	1	1
	0	0	0	0	0	0	0	0	0	1	0	1
	0	0	0	1	0	0	0	1	0	0	0	0
	1	1	1	1	1	1	1	1	0	0	1	1
	0	1	0	1	1	0	0	0	0	1	1	1
	1	1	1	0	0	1	0	1	1	0	0	0
IN_number	1	1	0	0	0	0	0	0	1	0	0	1
IN_screen	0	0	1	0	0	1	1	1	0	0	1	0
IN_seat	1	0	1	0	0	1	1	1	0	0	0	0
IN_share	0	0	1	1	0	0	0	0	0	0	0	0
IG_number	0	0	0	0	0	0	1	0	0	0	1	0
IG_screen	1	0	1	1	1	1	1	0	1	1	1	1
IG_seat	0	0	1	1	1	0	0	1	1	0	0	0
IG_share	1	0	1	1	1	0	1	0	0	0	0	0
IR_number	1	0	1	0	1	1	1	1	1	1	0	0
IR_screen	1	0	1	0	0	1	0	1	1	0	0	0
IR_seat	0	0	0	1	1	0	1	0	0	0	0	0
IR_share	1	0	1	1	0	1	1	0	0	1	1	0
ID_number	1	1	1	1	1	0	1	1	1	0	1	0
ID_screen	1	0	1	1	1	0	1	1	1	0	0	1
ID_seat	1	0	1	0	1	0	0	1	0	0	0	1
ID_share	0	0	1	0	0	0	0	1	1	0	0	0
Avg_age	0	1	0	1	1	0	1	0	0	0	0	0
Rank_screen	0	0	0	1	0	1	1	1	0	1	1	1
Nseat_increase^y	0	0	1	0	0	0	0	0	1	0	0	0
N_SNS−3	0	0	0	0	1	0	0	1	0	0	0	1
N_SNS−2	0	0	0	0	0	1	0	0	0	1	0	0
N_SNS−1	0	0	0	1	1	0	1	1	0	0	0	0
N_emo−3	0	1	0	1	1	0	0	1	0	0	0	1
N_emo−2	1	1	0	0	0	0	1	0	0	1	0	1
N_emo−1	1	0	1	1	0	1	1	0	1	0	1	1
N_pos−3	0	0	1	1	0	0	0	1	1	0	1	0
N_pos−2	1	0	0	0	1	1	1	1	0	1	1	1
N_pos−1	1	1	0	0	0	1	0	1	1	1	1	0
N_neg−3	1	1	1	0	0	0	0	1	1	1	0	0
N_neg−2	0	1	0	1	1	0	0	0	1	1	1	0
N_neg−1	1	0	0	1	1	1	1	0	0	0	1	0
Tot_SNS	0	0	0	0	1	0	1	1	1	0	0	0
Avg_SNS_inc	0	0	0	0	1	0	0	0	1	0	0	0
Weekly_SNS_inc	1	0	1	1	1	1	1	0	0	0	0	0
Tot_emo	0	0	1	0	0	0	0	1	0	1	1	1
Avg_emo_inc	0	1	0	1	0	0	1	0	0	0	0	1
Weekly_emo_inc	1	1	1	0	1	1	0	0	0	0	1	0
Tot_pos	1	1	0	0	1	1	0	1	1	1	1	1
Avg_pos_inc	0	0	0	0	0	0	0	1	1	1	0	0
Weekly_pos_inc	1	1	1	1	0	0	1	0	0	1	1	1
Tot_neg	1	1	0	0	1	0	1	0	0	0	0	0
Avg_neg_inc	0	0	0	0	0	1	0	1	0	1	0	0
Weekly_neg_inc	1	1	0	1	1	0	0	0	0	1	1	0
Total	25	18	24	25	25	19	24	26	21	19	21	19