Hybrid LSTM Self-Attention Mechanism Model for Forecasting the Reform of Scientific Research in Morocco

Table 1

Percentage yearly increase in universities’ research-publication performance after nine years.

Year	Al Akhawayn University Ifrane (%)	Hassan II de Casablanca (%)	Cadi Ayyad University (%)	University Ibnou Zohr (%)	University Mohammed V (%)	Ibn Tofail University (%)
2021	0	0	0	0	0	0
2022	17	14	9	12	12	26
2023	15	30	18	26	25	60
2024	25	47	28	41	40	102
2025	50	68	39	59	57	155
2026	71	91	51	78	76	222
2027	83	117	64	101	97	307
2028	101	148	78	125	120	415
2029	131	182	93	153	146	551