957 citations · 1.3k across the 29 of their papers we have counts for
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3 papers · 1 filter
cs.CL2017★ 6 cited
Structured Embedding Models for Grouped Data
Maja Rudolph, Francisco Ruiz, Susan Athey +1
Word embeddings are a powerful approach for analyzing language, and exponential family embeddings (EFE) extend them to other types of data. Here we develop structured exponential f…
stat.ML2017★ 1 cited
Proximity Variational Inference
Jaan Altosaar, Rajesh Ranganath, David M. Blei
Variational inference is a powerful approach for approximate posterior inference. However, it is sensitive to initialization and can be subject to poor local optima. In this paper,…
stat.ML2017★ 16 cited
Dynamic Bernoulli Embeddings for Language Evolution
Maja Rudolph, David Blei
Word embeddings are a powerful approach for unsupervised analysis of language. Recently, Rudolph et al. (2016) developed exponential family embeddings, which cast word embeddings i…