Chandni Suresh :- Chandni Suresh, Holder of a post-graduation degree in Master of Computer Applications from Amrita School of Engineering, Amrita University, India. Her domains of interest include data mining and computer networking. She is also fond of designing web pages. Currently, she is working towards a research paper on Personalization of web data and data sparsity issue with collaborative filtering technique. She has been successful in publishing papers in many journals which have high impact factor and Scopus indexed.