Overview
Syllabus
Intro
Big Data
Size vs. Complexity
Mathematical Modeling
What Do Models Buy You?
Hierarchical Clustering
Problems with Algebraic Modeling
Problems with Clustering
The Shape of Data
How to Build Networks for Data Sets
Topological Modeling
Unsupervised Analysis - Diabetes
Unsupervised Analysis/ Hypothesis Generation
Microarray Analysis of Breast Cancer
Different Platforms for Microarrays
TDA and Clustering
Feature Modeling
Explaining the Different cohorts
UCSD Microbiome
Pancreatic Cancer
Hot Spot Analysis and Supervised Analysis
Model Diae
Create network of mortgages
Surface sub-populations
Improve existing models
Serendipity
Exploratory Data Analysis
Taught by
Joint Mathematics Meetings