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Sloppy Models, Differential geometry, and the space of model predictions
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Classroom Contents
Sloppy Models, Differential Geometry, and Why Science Works
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- 1 Intro
- 2 Sloppy Models, Differential geometry, and why science works
- 3 Emergent vs. Fundamental Reducing the number of basic parameters Physics Controlled
- 4 Systems Biology: Cell Protein Reactions
- 5 Sloppy 'Universality'
- 6 Fisher Information is the Metric Fisher Information Matrix (FIM) measures distance
- 7 Physics: Sloppiness and Emergence Ben Machta, Ricky Chachra, Mark Transtrum
- 8 The Model Manifold: Predictions Two exponentials ..
- 9 The Model Manifold is a Hyperribbon Mark Transtrum, Ben Machta
- 10 Rigorous hyperellipsoid bounds on model manifold
- 11 Why a hyperribbon?
- 12 Hyperribbons for Ising: Curing the curse of dimensionality
- 13 MBAM Generation of Reduced Models
- 14 Sloppy Models, Differential geometry, and the space of model predictions
