A Framework for Career-Education Hybrid Recommender System using a Selective Path Delta-SimRank Algorithm
Waleed Aladrousy, Hesham Ali, Taher Hamza · International Journal of Computer Applications · 2014
Selecting proper educational courses is a major problem in the student's life.A key factor in selecting courses is asking for the experts' opinion in the real life business.However, contacting with a real expert in a field may be difficult for many students.In this research, we suggest a general framework for a social network to connect students and experts.The framework depends on a variation of Delta-SimRank algorithm.The suggested variation is called Selective Path Delta-SimRank (SPDSR).Both the SPDSR and the original Delta-SimRank apply MapReduce technique for load balancing in a network of device.The suggested SPDSR tries to enhance the performance of Delta-SimRank.The Experiments results had shown that SPDSR had reduced the processing time in 30-70% of test cases to enhance performance by 18% in average.