147 citations · 719 across the 43 of their papers we have counts for
Showing 2015Show all
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stat.ML2015★ 29 cited
Scalable Bayesian Inference for Excitatory Point Process Networks
Scott W. Linderman, Ryan P. Adams
Networks capture our intuition about relationships in the world. They describe the friendships between Facebook users, interactions in financial markets, and synapses connecting ne…
stat.ML2015★ 58 cited
Dependent Multinomial Models Made Easy: Stick Breaking with the Pólya-Gamma Augmentation
Scott W. Linderman, Matthew J. Johnson, Ryan P. Adams
Many practical modeling problems involve discrete data that are best represented as draws from multinomial or categorical distributions. For example, nucleotides in a DNA sequence,…