Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming

Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming

Inside Livermore Lab via YouTube Direct link

Intro

1 of 13

1 of 13

Intro

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Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming

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  1. 1 Intro
  2. 2 Intervention Nurses Starts Infants Growing on Healthy Trajectories: the INSIGHT Study
  3. 3 Challenges - Motivation
  4. 4 The Setting
  5. 5 SFSOD Framework
  6. 6 Best subset selection
  7. 7 Theoretical Guarantees
  8. 8 Implementation - MIP
  9. 9 Flexibility - Feature/Observation Groups
  10. 10 Flexibility-Penalized Logistic Regression
  11. 11 Simulation Results - Takeaway
  12. 12 Microbiome Study - Takeaway
  13. 13 Microbiome Study - Final Solutions

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