AMATH 563
Inferring Structure of Complex Systems
Model Selection + Background
Regression & Model Selection
Background: SVD
Background: Optimization
Background: Classification + Clustering
Dynamics + Discovery
Model Discovery
Data Assimilation
DMD + Koopman Theory + Embeddings
Reduced Order Modeling
Learning + Feature Extraction
Neural Networks + Deep Learning
Randomlized Linear Algebra
Multi-Resolution Analysis + Wavelets
Networks + Inference
Network Concepts
Inference + Causality
Probabilistic Graphical Models
Inferring Connectivity Graphs and Causal Relations in Networks