Artificial Intelligence and Deep Learning-Based Information Retrieval Framework for Assessing Student Performance

2. Problem Statement And Objective

The factors which act as a predictor for performance of students in higher education institutes using ANN has not been studied much by researchers and this research gap has been the main focus area of the present study.

Hence the study was done with following objectives.

The purpose of the research is to study the various aspects of quality, namely commitment of Board of Trustees towards quality management, improvement in teaching and learning, mapping of stakeholders expectations, and professional development assistance by affiliating university. The basic purpose of the research is to predict the academic quality of institutions using deep neural network, and to improve the areas using probabilistic based recommendation model.

This research has contributed to the knowledge in area of ANN, but there are several limitations of this study which should be kept in mind when interpreting the findings, The study has been conducted on students of 10 universities and colleges in Oman and thus generalization of the findings should be done with caution. It is also suggested to have further empirical investigation to establish whether the constructs in the proposed model vary across countries and types of higher education institutes.