Collaborative Framework with User Personalization for Efficient web Search : A D 3 Mining approach
Debashis Ghosh · 2011
User personalization becomes more important task for web search engines. We develop a unified model to provide user personalization for efficient web search. We collect implicit feedback from the users by tracking their behavior on the web page based on their actions on the web page. We track actions like save, copy, bookmark, time spent and logging into data base, which will be used to build unified model. Our model is used as a collaborative framework using which related users can mine the information collaboratively with little amount of time. Based on the feed back from the users we categorize the users and search query. We build the unified model based on the categorized information, using which we provide personalized results to the user during web search. Our methodology minimizes the search time and provides more amount of relevant information.