These personalized applications can greatly enhance user interaction with web search engines by providing more customized information discovered
from user input (i.e., queries), but the LQP task has rarely been investigated in the literature. Although exist abundant work on estimating global web search trends does exist, it often encounters the big challengeof data sparsity when personalization comes into play.