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Tuorui "v1ncent19" Peng

En voyage dans l'espace de Hilbert.

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High Dimensional Statistics Note 2024-2025

In progressUpdated

Reading notes on high-dimensional statistics, following Wainwright, Vershynin, Rigollet–Hütter and van Handel.

Still updating.

Some reading notes following the following books on high dimensional statistics:

  • MJW: High-Dimensional Statistics: A Non-Asymptotic Viewpoint by Martin J. Wainwright
  • RV: High-Dimensional Probability: An Introduction with Applications in Data Science by Roman Vershynin
  • RH: High-Dimensional Statistics Lecture Notes by Philippe Rigollet and Jan-Christian Hütter
  • RvH: Probability in High Dimension — APC 550 Lecture Notes by Ramon van Handel

Cross-referencing/labelling coherence between chapters is not guaranteed. (But I at least maintained within-chapter coherence.)