3.2k citations · 4.3k across the 98 of their papers we have counts for
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SAP-sLDA: An Interpretable Interface for Exploring Unstructured Text
Charumathi Badrinath, Weiwei Pan, Finale Doshi-Velez
A common way to explore text corpora is through low-dimensional projections of the documents, where one hopes that thematically similar documents will be clustered together in the…
Depth-bounding is effective: Improvements and evaluation of unsupervised PCFG induction
Lifeng Jin, Finale Doshi-Velez, Timothy Miller +2
There have been several recent attempts to improve the accuracy of grammar induction systems by bounding the recursive complexity of the induction model (Ponvert et al., 2011; Noji…
Unsupervised Grammar Induction with Depth-bounded PCFG
Lifeng Jin, Finale Doshi-Velez, Timothy Miller +2
There has been recent interest in applying cognitively or empirically motivated bounds on recursion depth to limit the search space of grammar induction models (Ponvert et al., 201…
Prior matters: simple and general methods for evaluating and improving topic quality in topic modeling
Angela Fan, Finale Doshi-Velez, Luke Miratrix
Latent Dirichlet Allocation (LDA) models trained without stopword removal often produce topics with high posterior probabilities on uninformative words, obscuring the underlying co…