A Federated Transfer Learning Framework Based on Heterogeneous Domain Adaptation for Students’ Grades Classification

• Published in: Applied sciences Vol. 12; no. 21; p. 10711
• Main Authors: Xu, Bin, Yan, Sheng, Li, Shuai, Du, Yidi
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.11.2022
• Subjects: Adaptation; Artificial intelligence; Big Data; Classification; domain adaptation; Education; educational data mining; federated learning; Machine learning; Neural networks; Privacy; Students; students’ grades classification; transfer learning

In the field of educational data mining, the classification of students’ grades is a subject that receives widespread attention. However, solving this problem based on machine learning algorithms and deep learning algorithms is usually limited by large datasets. The privacy problem of educational da...