A Novel Application Framework for Educational Data Mining Towards Automated Learning System

Educational Data mining (EDM) is playing a vital role in education management system as well in course management system with its theoretical and practical aspects. Here the system can store enormous amount of information about the peoples who are so called learners and learning creativities. Since resources available for learning creativities are vast and huge, hence the Data mining usage is necessary. The maxim of our work is to propose an automated learning system in EDM to accomplish the appropriate learning CMS to the learners. Our proposed system is deployed in application of EDM for the University in order to automate the whole eLearning CMS system with an aggregate of 350 faculties and 8500+ learners. We have achieved our result through a cluster developed using RHadoop and association of binded resources using Rapid miner 5.0. Here various DM techniques were adopted and trained in order to achieve higher accuracy rate.