Personal search history is an important type of personal information, from which we can learn a user’s interests and information needs, thus improve the search service for the user. In this paper, we describe our recent work on User-Centered Adaptive Information Retrieval (UCAIR), which aims at capturing personal search history with a client-side search agent and exploiting the history informat...