Study on Feature Engineering and Ensemble Learning for Student Academic Performance Prediction

Mining Student data by Ensemble Classification and Clustering for Profiling and Prediction of Student Academic Performance

Applying Data Mining (DM) in education is an emerging interdisciplinary research field also known as Educational Data Mining (EDM). Ensemble techniques have been successfully applied in the context of supervised learning to increase the accuracy and stability of prediction. In this paper, we present a hybrid procedure based on ensemble classification and clustering that enables academicians to ...

Feature Engineering and Ensemble Modeling for Paper Acceptance Rank Prediction

Measuring research impact and ranking academic achievement are important and challenging problems. Having an objective picture of research institution is particularly valuable for students, parents and funding agencies, and also attracts attention from government and industry. KDD Cup 2016 proposes the paper acceptance rank prediction task, in which the participants are asked to rank the import...

Modelling Engineering Student Academic Performance Using

Prediction of Student Performance in Engineering Programs

National and European debate consistently recognises the need for Europe to produce greater numbers of highly-skilled graduates in engineering and technology fields in order to improve our competitiveness in the global economy. Despite the importance of this being frequently stressed in policy discussions and the media, both applicant and graduate numbers in these fields are not increasing quic...

Recommender System for Student Academic Performance based on Personality and Informal Learning

Educational Data Mining (EDM) mainly focuses on educational objectives like students’ academic performance analysis based on personality and informal learning in formal learning environment. The primary objective is to identify the outcome of informal learning style (library and ICT) in formal learning environment. The secondary objectives are analyzing the students’ personalities and purpose o...