Parameter Subset Selection and Active Subspace Techniques for Engineering and Biological Models
Inside Livermore Lab via YouTube
Overview
Syllabus
Introduction
Who we are
Applications
Neutron Transport Equation
Disease Model
Brain Model
Elementary Applications
VarianceBased Analysis
Multiindex Notation
What Went Wrong
How Do We Address This
Motivation
Intuition
History
Derivative Approximations
Questions
Limitations
Verification
Reference
Adaptive Step Size
Active Subspaces
Monte Carlo Sampling
Nuclear Example
Nuclear Example Results
Bayesian Inference
Bayesian Inference Example
Activity Scores
Active Subspace
Conclusions
Taught by
Inside Livermore Lab