10.9k citations
- Argonne National LaboratoryUS307 papers
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Showing 2012 · stat.MLShow all
3 papers · 2 filters
stat.ML2012★ 15 cited
Augment-and-Conquer Negative Binomial Processes
Mingyuan Zhou, Lawrence Carin
By developing data augmentation methods unique to the negative binomial (NB) distribution, we unite seemingly disjoint count and mixture models under the NB process framework. We d…
stat.ML2012★ 3 cited
TIGRESS: Trustful Inference of Gene REgulation using Stability Selection
Anne-Claire Haury, Fantine Mordelet, Paola Vera-Licona +1
Inferring the structure of gene regulatory networks (GRN) from gene expression data has many applications, from the elucidation of complex biological processes to the identificatio…
stat.ML2012★ 4 cited
Efficient hierarchical clustering for continuous data
Ricardo Henao, Joseph E. Lucas
We present an new sequential Monte Carlo sampler for coalescent based Bayesian hierarchical clustering. Our model is appropriate for modeling non-i.i.d. data and offers a substanti…