Topic models in information retrieval

Topic modeling demonstrates the semantic relations among words, which should be helpful for information retrieval tasks. We present probability mixture modeling and term modeling methods to integrate topic models into language modeling framework for information retrieval. A variety of topic modeling...

Full description

Bibliographic Details
Main Author: Wei, Xing
Language:ENG
Published: ScholarWorks@UMass Amherst 2007
Subjects:
Online Access:https://scholarworks.umass.edu/dissertations/AAI3289216