Rebecca Nugent | Department of Statistics, Carnegie Mellon University

Handouts

journal papers on the covered topics are under Resources

July 1: Introduction to Visualizing Structure
Slides
July 2: Continuous Variables and their Distributions
Slides Code
Problem Session: Questions Solutions
July 5: Relationships and Joint Distributions for Two Continuous Variables
Slides Code
Problem Session: Questions Solutions
July 6: Modeling the Relationship Between Two Variables
Slides Code
Problem Session: Questions World Cup Data Variable List
July 7: Linear Models vs. Smoothers
Slides Code
Problem Session: Questions World Cup Data Variable List
July 8: Multivariate Regression (Trees)
Slides Code CMU Class Data Original Survey
Problem Session: Questions Hipparcos Star Data Hipparcos Variable List
July 11: Classifiers (Trees, LDA, QDA)
Slides Code CMU Class Data Original Survey
Problem Session: Questions Banknote Data
July 12: Classifiers (LDA, QDA); Icons/Glyphs
Slides Code
Code for Generating Groups of Data curvelib.R generatesplinedata.R
Problem Session: Questions Olive Oil Data
July 14: Clustering: Hierarchical Linkage Clustering, K-Means
Slides Code Seven Group Example Data Small Example Data
Problem Session: Questions Olive Oil Data
July 15: Clustering: Spherical K-Means, Document Clustering
Slides Code Seven Group Example Data
Problem Session: Questions Profiles Data Variable Definitions
July 18: Clustering: Spectral Clustering, Model-Based Clustering, Nonparametric Clustering
Slides Nonparametric Slides Code Seven Group Example Data
Problem Session: Questions Olive Oil Data
Code for Generating Groups of Data curvelib.R generatesplinedata.R
July 19: Visualizing and Learning in Context
Large-Scale Clustering and Classification with Applications in Record Linkage Slides
Modeling the Path from Relative Obscurity to the Top of the Charts Slides

Rebecca Nugent
Department of Statistics
Carnegie Mellon University

Undergraduate Summer School
Park City Math Institute
Midway, UT, July 2016

Handouts

Rebecca NugentDepartment of StatisticsCarnegie Mellon University

Undergraduate Summer SchoolPark City Math InstituteMidway, UT, July 2016

Handouts

Rebecca Nugent
Department of Statistics
Carnegie Mellon University

Undergraduate Summer School
Park City Math Institute
Midway, UT, July 2016