Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming
Inside Livermore Lab via YouTube
Overview
Syllabus
Intro
Intervention Nurses Starts Infants Growing on Healthy Trajectories: the INSIGHT Study
Challenges - Motivation
The Setting
SFSOD Framework
Best subset selection
Theoretical Guarantees
Implementation - MIP
Flexibility - Feature/Observation Groups
Flexibility-Penalized Logistic Regression
Simulation Results - Takeaway
Microbiome Study - Takeaway
Microbiome Study - Final Solutions
Taught by
Inside Livermore Lab