Difference between revisions of "Class meeting for 10-605 2013 04 03"

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=== Readings ===
 
=== Readings ===
  
* [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.
 
 
* Agarwal, Alekh, et al. "A reliable effective terascale linear learning system." arXiv preprint arXiv:1110.4198 (2011).
 
* Agarwal, Alekh, et al. "A reliable effective terascale linear learning system." arXiv preprint arXiv:1110.4198 (2011).
 +
* Mimno, David, Matt Hoffman, and David Blei. "Sparse stochastic inference for latent dirichlet allocation." arXiv preprint arXiv:1206.6425 (2012).  Also in ICML 2012.
 +
* Hoffman, Matthew, David M. Blei, and Francis Bach. "Online learning for latent dirichlet allocation." Advances in Neural Information Processing Systems 23 (2010): 856-864.

Revision as of 14:32, 2 April 2013

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2013.

Slides

Readings

  • Agarwal, Alekh, et al. "A reliable effective terascale linear learning system." arXiv preprint arXiv:1110.4198 (2011).
  • Mimno, David, Matt Hoffman, and David Blei. "Sparse stochastic inference for latent dirichlet allocation." arXiv preprint arXiv:1206.6425 (2012). Also in ICML 2012.
  • Hoffman, Matthew, David M. Blei, and Francis Bach. "Online learning for latent dirichlet allocation." Advances in Neural Information Processing Systems 23 (2010): 856-864.