LightLDA: Big Topic Models on Modest Compute Clusters

LightLDA: Big Topic Models on Modest Compute Clusters

4 December 2014

Fei Gao

Papers citing "LightLDA: Big Topic Models on Modest Compute Clusters"

15 / 15 papers shown

Title
Improving the Inference of Topic Models via Infinite Latent State Replications Daniel Rugeles Zhen Hai Juan Felipe Carmona M. Dash Gao Cong BDL 25 1 0 25 Jan 2023
Latent Dirichlet Allocation Model Training with Differential Privacy Fangyuan Zhao Xuebin Ren Shusen Yang Qing Han Peng Zhao Xinyu Yang 27 28 0 09 Oct 2020
On Privacy Protection of Latent Dirichlet Allocation Model Training Fangyuan Zhao Xuebin Ren Shusen Yang Xinyu Yang 22 5 0 04 Jun 2019
Toward Understanding the Impact of Staleness in Distributed Machine Learning Wei-Ming Dai Yi Zhou Nanqing Dong Huatian Zhang Eric Xing 22 80 0 08 Oct 2018
Fast Estimation of Causal Interactions using Wold Processes Flavio Figueiredo Guilherme R. Borges Pedro O. S. Vaz de Melo Renato M. Assunção 29 9 0 12 Jul 2018
Towards Training Probabilistic Topic Models on Neuromorphic Multi-chip Systems Zihao Xiao Jianfei Chen Jun Zhu BDL 14 0 0 10 Apr 2018
CuLDA_CGS: Solving Large-scale LDA Problems on GPUs Xiaolong Xie Yun Liang Xiuhong Li Wei Tan 16 8 0 13 Mar 2018
Efficient Correlated Topic Modeling with Topic Embedding Junxian He Zhiting Hu Taylor Berg-Kirkpatrick Ying Huang Eric Xing 31 48 0 01 Jul 2017
Computing Web-scale Topic Models using an Asynchronous Parameter Server R. Jagerman Carsten Eickhoff Maarten de Rijke 18 15 0 24 May 2016
Scaling up Dynamic Topic Models Arnab Bhadury Jianfei Chen Jun Zhu Shixia Liu BDL 32 67 0 19 Feb 2016
Strategies and Principles of Distributed Machine Learning on Big Data Eric Xing Qirong Ho P. Xie Wei-Ming Dai AI4CE 24 153 0 31 Dec 2015
ZenLDA: An Efficient and Scalable Topic Model Training System on Distributed Data-Parallel Platform Bo Zhao Hucheng Zhou Guoqiang Li Jiaming Ji FedML 15 4 0 02 Nov 2015
WarpLDA: a Cache Efficient O(1) Algorithm for Latent Dirichlet Allocation Jianfei Chen Kaiwei Li Jun Zhu Wenguang Chen 30 69 0 29 Oct 2015
Sparse Partially Collapsed MCMC for Parallel Inference in Topic Models Maans Magnusson Leif Jonsson M. Villani David Broman 26 17 0 11 Jun 2015
Dense Distributions from Sparse Samples: Improved Gibbs Sampling Parameter Estimators for LDA Yannis Papanikolaou James R. Foulds T. Rubin Grigorios Tsoumakas 25 34 0 08 May 2015