Assessing english Language teachers’ pedagogical effectiveness using convolutional neural networks optimized by modified virus colony search algorithm

• Published in: Scientific reports Vol. 15; no. 1; pp. 15295 - 18
• Main Author: Zhang, Li
• Format: Journal Article
• Language: English
• Published: London Nature Publishing Group UK 01.05.2025; Nature Portfolio
• Subjects: 639/166; 639/705; Algorithms; Amended virus colony search algorithm; Classroom evaluation systems; Convolutional neural network; Convolutional Neural Networks; Deep Learning; Evaluating english teachers; Humanities and Social Sciences; Humans; Language; multidisciplinary; Neural Networks, Computer; School Teachers; Science; Science (multidisciplinary); Teacher performance evaluation; Teaching; Classroom evaluation systems; Teacher performance evaluation; Evaluating english teachers; Amended virus colony search algorithm; Convolutional neural network

Effective teacher performance evaluation is important for enhancing the quality of educational systems. This study presents a novel approach that integrates deep learning and metaheuristics to assess the pedagogical quality of English as a foreign language (EFL) instruction in a classroom setting. A...