Difference between revisions of "Class meeting for 10-605 2013 LDA 2"
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| − | This is one of the class meetings on the [[Syllabus for Machine Learning with Large Datasets 10-605 in Spring | + | This is one of the class meetings on the [[Syllabus for Machine Learning with Large Datasets 10-605 in Spring 2015|schedule]] for the course [[Machine Learning with Large Datasets 10-605 in Spring_2015]]. |
=== Slides === | === Slides === | ||
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* [http://www.ics.uci.edu/~newman/pubs/fastlda.pdf Fast Collapsed Gibbs Sampling for LDA], Porteous et al, ... | * [http://www.ics.uci.edu/~newman/pubs/fastlda.pdf Fast Collapsed Gibbs Sampling for LDA], Porteous et al, ... | ||
* [http://people.cs.umass.edu/~mimno/papers/fast-topic-model.pdf Efficient Methods for Topic Model Inference on Streaming Document Collections], Yao, Mimno, McCallum KDD 2009. | * [http://people.cs.umass.edu/~mimno/papers/fast-topic-model.pdf Efficient Methods for Topic Model Inference on Streaming Document Collections], Yao, Mimno, McCallum KDD 2009. | ||
| + | * [http://dl.acm.org/citation.cfm?id=2623756 Reducing the sampling complexity of topic models], Li, Ahmed, Ravi, & Smola, KDD 2014 | ||
| + | * [http://arxiv.org/abs/1412.1576 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 | ||
Revision as of 10:01, 31 March 2015
This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2015.
Slides
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
