Personalized search is a promising way to improve the quality of Websearch, and it has attracted much attention from both academic industrial communities. Much current related research based on commercial engine data, which can not be released publicly for such reasons as privacy protection information security. This leads serious lack accessible public data sets in this field. The few availabl...