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On the Connection Between Non-negative Matrix Factorization and Latent Dirichlet Allocation [PDF]

open access: yesarXiv
Non-negative matrix factorization with the generalized Kullback-Leibler divergence (NMF) and latent Dirichlet allocation (LDA) are two popular approaches for dimensionality reduction of non-negative data. Here, we show that NMF with $\ell_1$ normalization constraints on the columns of both matrices of the decomposition and a Dirichlet prior on the ...
arxiv  

Large scale link based latent Dirichlet allocation for web document classification [PDF]

open access: yesarXiv, 2010
In this paper we demonstrate the applicability of latent Dirichlet allocation (LDA) for classifying large Web document collections. One of our main results is a novel influence model that gives a fully generative model of the document content taking linkage into account.
arxiv  

Bibliometric analysis of landslide research based on the WOS database

open access: yesNatural Hazards Research, 2022
This work, based on the Web of Science (WOS) database, collected 20,888 research articles published from 1982 to November 2021 on the topic of landslide(s).
Yuandong Huang   +3 more
doaj  

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