Anchor Words Algorithm

method ID: anchorwordsalgorithm

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Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms

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Spectral methods offer scalable alternatives to Markov chain Monte Carlo and expec- tation maximization. However, these new methods lack the rich priors associated with probabilistic models. We examine Arora et …...

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Low-dimensional Embeddings for Interpretable Anchor-based Topic Inference

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The anchor words algorithm performs provably efficient topic model inference by finding an approximate convex hull in a high-dimensional word co-occurrence space. However, the existing greedy al- gorithm often selects …...

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