High Dimensional Data Analysis

Lecture Notes for High Dimensional Data Analysis (ETF3500/ETF5500).

• Introduction
• Getting Started with R
• Data and Distance
• Clustering
• Multidimensional Scaling
• Principal Components
• Matrix Basics
• Factor Modelling
• Matrix Geometry
• Dimension Reduction
• Correspondence Analysis