Course Details
Country:
Spain
Institution:
Universidad Carlos III de Madrid
Course Title:
Statistical Learning
Course Number:
17645
Course Description:
1. Introduction to statistical learning.
2. High dimensional regression:
- The regression problem.
- Multiple linear regression.
- Problems of multiple linear regression in high dimension.
- Methods for multiple linear regression in high dimension.
- Non-linear regression in high dimension.
- Tree-based methods in high dimension.
3. Supervised classification in high dimension:
- The supervised classification problem.
- Problems of supervised classification in high dimension.
- Classical supervised classification methods in high dimension.
- Tree-based methods in high dimension.
4. Unsupervised classification in high dimension:
- The supervised classification problem.
- Problems of unsupervised classification in high dimension.
- Partitional methods in high dimension.
- Hierarchical methods in high dimension.
- Mixture-based methods in high dimension.
- Density-based methods in high dimension.
Language:
English
Approved Equivalent:
STAT 472
Attachment Files:
