Skip to main content

Bounding Suprema of Canonical Processes via Convex Hull

  • Conference paper
  • First Online:
High Dimensional Probability IX

Part of the book series: Progress in Probability ((PRPR,volume 80))

  • 291 Accesses

Abstract

We discuss the method of bounding suprema of canonical processes based on the inclusion of their index set into a convex hull of a well-controlled set of points. While the upper bound is immediate, the reverse estimate was established to date only for a narrow class of regular stochastic processes. We show that for specific index sets, including arbitrary ellipsoids, regularity assumptions may be substantially weakened.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. W. Bednorz, R. Latała, On the boundedness of Bernoulli processes. Ann. Math.(2) 180, 1167–1203 (2014)

    Google Scholar 

  2. R. Bogucki, Suprema of canonical Weibull processes. Statist. Probab. Lett. 107, 253–263 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  3. X. Fernique, Regularité des trajectoires des fonctions aléatoires gaussiennes, in École d’Été de Probabilités de Saint-Flour, IV-1974. Lecture Notes in Mathematics, vol. 480 (Springer, Berlin, 1975), pp. 1–96

    Google Scholar 

  4. M. Kochol, Constructive approximation of a ball by polytopes. Math. Slovaca 44, 99–105 (1994)

    MathSciNet  MATH  Google Scholar 

  5. S. Kwapień, W.A. Woyczyński, Random Series and Stochastic Integrals: Single and Multiple (Birkhauser, Boston, 1992)

    Book  MATH  Google Scholar 

  6. R. Latała, M. Strzelecka, Comparison of weak and strong moments for vectors with independent coordinates. Mathematika 64, 211–229 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  7. R. Latała, T. Tkocz, A note on suprema of canonical processes based on random variables with regular moments. Electron. J. Probab. 20(36), 1–17 (2015)

    MathSciNet  MATH  Google Scholar 

  8. C.A. Rogers, G.C. Shephard, Convex bodies associated with a given convex body. J. London Math. Soc. 33, 270–281 (1958)

    Article  MathSciNet  MATH  Google Scholar 

  9. H.P. Rosenthal, On the subspaces of Lp (p > 2) spanned by sequences of independent random variables. Israel J. Math. 8, 273–303 (1970)

    Article  MathSciNet  MATH  Google Scholar 

  10. M. Talagrand, Regularity of Gaussian processes. Acta Math. 159, 99–149 (1987)

    Article  MathSciNet  MATH  Google Scholar 

  11. M. Talagrand, Upper and Lower Bounds for Stochastic Processes, 2nd edn. (Springer, Cham, 2021)

    Book  MATH  Google Scholar 

  12. T. Tkocz, An upper bound for spherical caps. Amer. Math. Monthly 119, 606–607 (2012)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Acknowledgement

Supported by the National Science Centre, Poland grant 2015/18/A/ST1/00553.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Rafał Latała .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Latała, R. (2023). Bounding Suprema of Canonical Processes via Convex Hull. In: Adamczak, R., Gozlan, N., Lounici, K., Madiman, M. (eds) High Dimensional Probability IX. Progress in Probability, vol 80. Birkhäuser, Cham. https://doi.org/10.1007/978-3-031-26979-0_13

Download citation

Publish with us

Policies and ethics