Materials

Here is a taster reading list of some influential material in the context of HDDA.

References

• David Donoho: High-dimensional data analysis: The curses and blessings of dimensionality, AMS Conference in Math Challenges of the 21st Century, 2000.
• B. Klartag, S. Mendelson. Empirical Processes and Random Projections. Journal of Functional Analysis 225, 2005, pp. 229-245.
• J. A. Lee, M. Verleysen. Nonlinear Dimensionality Reduction
• Roman Vershynin. High Dimensional Probability. (book draft)
  https://www.math.uci.edu/~rvershyn/papers/HDP-book/HDP-book.html
• Anything missing? Drop us a note: Jakramate Bootkrajang or Ata Kaban.

Major conferences and workshops

• NeurIPS – nips.cc
• ICML – icml.cc
• KDD – www.kdd.org
• ICDM – icdm2026.neu.edu.cn (ICDM has a new website each year)