TA - High-Dimensional Statistics

📅 March 1, 2022

🏢 TUM, Mathematics Department

📍 Munich, Germany

graduate

Graduate course covering key concepts in high-dimensional statistics.

List of Topics

  • Linear Regression (Review)
  • Ridge Regression
  • Lasso for Sparse Regression
  • Structured Sparsity
  • Optimization
  • Theory for Lasso
  • Confidence Intervals for High-Dimensional Regression
  • Multiple Testing and FDR Control
  • Hypothesis Testing with High-Dimensional Data