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