Sloppy Models, Differential Geometry, and Why Science Works
Offered By: Santa Fe Institute via YouTube
Course Description
Overview
Syllabus
Intro
Sloppy Models, Differential geometry, and why science works
Emergent vs. Fundamental Reducing the number of basic parameters Physics Controlled
Systems Biology: Cell Protein Reactions
Sloppy 'Universality'
Fisher Information is the Metric Fisher Information Matrix (FIM) measures distance
Physics: Sloppiness and Emergence Ben Machta, Ricky Chachra, Mark Transtrum
The Model Manifold: Predictions Two exponentials ..
The Model Manifold is a Hyperribbon Mark Transtrum, Ben Machta
Rigorous hyperellipsoid bounds on model manifold
Why a hyperribbon?
Hyperribbons for Ising: Curing the curse of dimensionality
MBAM Generation of Reduced Models
Sloppy Models, Differential geometry, and the space of model predictions
Taught by
Santa Fe Institute
Tags
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