Search Results for author: Lingrui Gan

Found 3 papers, 1 papers with code

Bayesian Joint Estimation of Multiple Graphical Models

1 code implementation NeurIPS 2019 Lingrui Gan, Xinming Yang, Naveen Narisetty, Feng Liang

In this paper, we propose a novel Bayesian group regularization method based on the spike and slab Lasso priors for jointly estimating multiple graphical models.

Query-Specific Knowledge Summarization with Entity Evolutionary Networks

no code implementations29 Sep 2019 Carl Yang, Lingrui Gan, Zongyi Wang, Jiaming Shen, Jinfeng Xiao, Jiawei Han

Given a query, unlike traditional IR that finds relevant documents or entities, in this work, we focus on retrieving both entities and their connections for insightful knowledge summarization.

Bayesian Regularization for Graphical Models with Unequal Shrinkage

no code implementations6 May 2018 Lingrui Gan, Naveen N. Narisetty, Feng Liang

We consider a Bayesian framework for estimating a high-dimensional sparse precision matrix, in which adaptive shrinkage and sparsity are induced by a mixture of Laplace priors.

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