Student perceptions and achievements of online learning: Machine learning approaches

نویسندگان

چکیده

The Covid-19 pandemic has been changing all aspects of human life. In education, the online learning method selected as one ways to prevent spread Covid-19. classical turns into using information technology facilities. There are many challenges implementing a class online. However, could provide new perspective for student learning. study aims analyze perceptions process. Their perception would be used an independent variable predict achievement index. research data were obtained from questionnaire. Students provided assessment through questionnaire about methods they experienced during pandemic. machine algorithms, namely Random Forest and Support Vector Machine, applied examine dataset. focused on criteria (variable importance) that affect results described in is influenced by: 1) access learning, 2) efforts, 3) active contributes improving student.

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ژورنال

عنوان ژورنال: Nucleation and Atmospheric Aerosols

سال: 2022

ISSN: ['0094-243X', '1551-7616', '1935-0465']

DOI: https://doi.org/10.1063/5.0103688