Q. In the context of LSA, what is the benefit of using a subset of singular values for dimensionality reduction?

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Q. What does the "folding in" method allow LSA/LSI to do?

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Q. What is a key limitation of techniques like latent semantic analysis (LSA) as compared to generative approaches like LDA?

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Q. What is the primary advantage of latent Dirichlet analysis (LDA) over techniques like LSA?

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Q. In the context of LDA, what are anchor terms?

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Q. What role does the Dirichlet distribution play in LDA?

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Q. How is the overall number of topics for a given LDA analysis determined?

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Q. What does the generative model in LDA describe?

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Q. What is the primary purpose of using Gibbs sampling or variational inference methods in LDA?

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Q. How are the results of LDA typically evaluated?

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Q. What is a useful indication for selecting appropriate numbers of topics when evaluating LDA from a domain perspective?

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Q. How does LDA handle multilabel classification in the context of topic modeling?

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Q. What does LDA's ability to uncover scientific topics "hidden" in documents provide from a university point of view?

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Q. What is a challenge in introducing a flexible number of topics in LDA, as compared to clustering methods allowing for an adaptable number of clusters?

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Q. What motivated the extension of the LDA approach to allow for an infinite number of topics?

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Q. What does the Dirichlet process (DP) primarily model when used in the context of hierarchical Dirichlet process (HDP)?

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Q. What is the key to solving the problem of documents not sharing topics in the hierarchical Dirichlet process (HDP)?

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Q. What advantage does the hierarchical Dirichlet process (HDP) offer in topic modeling compared to LDA?

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Q. How can the hierarchical Dirichlet process (HDP) be extended for more advanced applications?

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Q. What is one advantage of correlated topic models (CTMs) over traditional LDA models?

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