Class meeting for 10-605 2013 LDA 2

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2015.

Slides

• Scaling up LDA 2/2

Readings

• Fast Collapsed Gibbs Sampling for LDA, Porteous et al, ...
• Efficient Methods for Topic Model Inference on Streaming Document Collections, Yao, Mimno, McCallum KDD 2009.
• Reducing the sampling complexity of topic models, Li, Ahmed, Ravi, & Smola, KDD 2014
• LightLDA: Big Topic Models on Modest Compute Clusters, Jinhui Yuan, Fei Gao, Qirong Ho, Wei Dai, Jinliang Wei, Xun Zheng, Eric P. Xing, Tie-Yan Liu, Wei-Ying Ma, 2015