Personalized Collaborative News Recommendation
Journal Title: International Journal of Computer Science & Engineering Technology - Year 2014, Vol 5, Issue 6
Abstract
With the evolution of World Wide Web many conveniences came to our way, but along with these facilities came some challenges like unlimited information resources and a large corpus of online data. Recommendation Systems have emerged as a solution to this information overload problem. They facilitate users by providing suggestions that effectively prune large information spaces so that users are directed toward items that best meet their needs and preferences. One specific domain is News Recommendation, where thousands of news sources are available online making it difficult for users to find an article relevant to their reading interests. This paper presents an algorithm that takes advantage of predefined categorization done by many online news sources, first to identify user interests and form a relevant user profile out of it and later to recommend news articles that might be of interest to the user. The proposed algorithm adopts collaborative filtering approach to selectively shortlist news articles that should be recommended to users. Outcome is a Personalized News Recommendation System that builds user profiles, requests feedback from users on recommended articles and uses feedback received to continuously monitor dynamically changing user reading patterns, keeping track of articles highly appreciated by users. The paper also presents results received on simulating proposed algorithm on a sample database of college students which indicate good satisfaction level for recommended articles.
Authors and Affiliations
Mansi Sood , Dr. Harmeet Kaur
Keywords
Related Articles
- EP ID EP88687
- DOI -
- Views 134
- Downloads 0
Review on Coverage and Connectivity in Underwater Wireless Sensor Networks
One of the current trends of the wireless communication is the underwater communication .The two most fundamental problems in underwater sensor network are sensing coverage and network connectivity. The coverage problem...
MRI Brain Image Enhancement Using Filtering Techniques
Magnetic Resonance Image is one of the best technologies currently being used for diagnosing brain cancer at advanced stages. This paper proposes a novel approach for the MRI image enhancement, which is based on the Modi...
Operating System Security : Security Policies
Security is the primary concern in the modern world. The main focus of this paper is the security of our information and its supporting infrastructure. By keeping the computer system secure we can provide the security to...
INTRUSION AWARE GROUP MANAGEMENT SCHEME FOR MANET
MANET security has long been an issue for its infrastructure-less nature. The sort of networks gives rise to authentication and key-management problems in MANETs. The absolute TTP based schemes seem to be infeasible for...
Classification of Image Steganography Techniques in Spatial Domain: A Study
Steganography is a method of secret communication wherein the very existence of communication is hidden. During the last few decades there have been a tremendous development in digital image steganography and a large num...