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Joint latent topic models for text and citations

Published 24 August 2008
Ramesh Nallapati, Amr Ahmed, Eric P. Xing, William W. Cohen
Citations413

TL;DR

This work addresses the problem of joint modeling of text and citations in the topic modeling framework with two different models called the Pairwise-Link-LDA and the Link-PLSA-Lda models, which combine the LDA and PLSA models into a single graphical model.

Abstract

In this work, we address the problem of joint modeling of text and citations in the topic modeling framework. We present two different models called the Pairwise-Link-LDA and the Link-PLSA-LDA models.

Keywords

Computer Science