Automated Scalable Bayesian Inference via Data Summarization - 2018

Automated Scalable Bayesian Inference via Data Summarization - 2018

Center for Language & Speech Processing(CLSP), JHU via YouTube Direct link

Frank-Wolfe

7 of 11

7 of 11

Frank-Wolfe

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Automated Scalable Bayesian Inference via Data Summarization - 2018

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  1. 1 Core" of the data set • Observe: redundancies can exist even if data isn't "tall
  2. 2 Roadmap
  3. 3 Bayesian coresets
  4. 4 Uniform subsampling revisited
  5. 5 Importance sampling
  6. 6 Hilbert coresets
  7. 7 Frank-Wolfe
  8. 8 Gaussian model (simulated) • 1K pts; norms, inference: closed-form
  9. 9 Logistic regression (simulated)
  10. 10 Real data experiments
  11. 11 Data summarization

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