Research on Students’ Mental Health Based on Data Mining Algorithms

Table 2

Comparison of different metrics of different method.

No. 1	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	4.86E + 01	1.51E + 02	5.36E + 01	3.81E + 03
MSE	4.71E + 04	8.50E + 04	8.98E + 03	1.64E + 07
RMSE	2.17E + 02	2.92E + 02	9.48E + 01	4.05E + 03
MAPE	2.93E − 02	4.10E − 02	1.63E − 02	1.76E + 00
No. 2	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	3.49E + 01	3.22E + 02	4.02E + 02	3.29E + 03
MSE	2.71E + 04	8.75E + 05	4.31E + 06	1.44E + 07
RMSE	1.65E + 02	9.36E + 02	2.07E + 03	3.80E + 03
MAPE	3.20E − 03	5.75E − 02	2.59E − 02	1.59E + 00
No. 3	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	1.43E + 02	1.50E + 03	1.83E + 03	2.89E + 03
MSE	2.02E + 05	3.25E + 07	4.21E + 07	3.84E + 07
RMSE	4.49E + 02	5.70E + 03	6.49E + 03	6.20E + 03
MAPE	2.22E − 02	3.85E − 02	4.20E − 02	6.59E − 01
No. 4	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	2.06E + 01	1.32E + 02	7.63E + 01	2.08E + 03
MSE	7.36E + 03	7.08E + 04	2.14E + 04	5.93E + 06
RMSE	8.58E + 01	2.66E + 02	1.46E + 02	2.44E + 03
MAPE	2.10E − 02	4.44E − 02	3.31E − 02	1.01E + 00
No. 5	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	3.55E + 01	1.80E + 02	2.23E + 02	1.96E + 03
MSE	2.98E + 04	2.00E + 05	7.67E + 05	6.48E + 06
RMSE	1.73E + 02	4.47E + 02	8.76E + 02	2.55E + 03
MAPE	2.80E − 03	2.52E − 02	2.05E − 02	5.35E − 01
No. 6	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	5.61E + 01	6.66E + 02	4.40E + 02	1.86E + 03
MSE	2.03E + 04	3.65E + 06	1.31E + 06	6.13E + 06
RMSE	1.43E + 02	1.91E + 03	1.14E + 03	2.48E + 03
MAPE	1.80E − 03	3.30E − 02	2.00E − 02	7.11E − 01
No. 7	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	1.85E + 01	2.79E + 02	2.53E + 02	1.56E + 03
MSE	4.57E + 03	6.75E + 05	8.77E + 05	4.37E + 06
RMSE	6.76E + 01	8.22E + 02	9.36E + 02	2.09E + 03
MAPE	2.10E − 03	2.92E − 02	1.96E − 02	6.45E − 01
No. 8	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	1.59E + 01	1.48E + 02	1.12E + 02	2.52E + 03
MSE	2.71E + 03	1.35E + 05	7.61E + 04	3.26E + 07
RMSE	5.21E + 01	3.67E + 02	2.76E + 02	5.71E + 03
MAPE	4.30E − 03	3.54E − 02	2.25E − 02	8.38E − 01
No. 9	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	4.02E + 01	8.19E + 02	9.23E + 02	3.56E + 03
MSE	2.48E + 04	2.42E + 07	2.88E + 07	2.10E + 07
RMSE	1.58E + 02	4.92E + 03	5.37E + 03	4.58E + 03
MAPE	2.50E − 03	2.24E − 02	2.08E − 02	1.04E + 00
No. 10	Proposed	Literature [16]	Literature [17]	Literature [18]
MAE	2.56E + 02	3.80E + 02	2.53E + 02	3.82E + 03
MSE	2.47E + 06	1.35E + 06	6.03E + 05	1.79E + 07
RMSE	1.57E + 03	1.16E + 03	7.76E + 02	4.24E + 03
MAPE	2.97E − 02	6.51E − 02	2.53E − 02	1.56E + 00