Title :
Integrating semantic knowledge into Tag-LDA model through cloud model
Author :
Maoyuan Zhang;Fang Yuan;Jianping Zhu
Author_Institution :
Department of Computer Science and Technology, Central China Normal University, Wuhan, P.R. China
Abstract :
Semantic Knowledge is usually adding into topic model to improve topic coherence. However, it´s hard to judge whether semantic information is related to topic without using complicated lexical characteristics. In this paper, we demonstrate a novel model called Cloud Transformation Model, which can easily judge whether semantic information is related to topic, and integrate semantic information into topic model.
Keywords :
"Semantics","Computational modeling","Computer science","Big data","Data models","Coherence","Context"
Conference_Titel :
Big Data (Big Data), 2015 IEEE International Conference on
DOI :
10.1109/BigData.2015.7364118