Abstract
In this article we first review some by-now classical results about the geometry of ℓ p-balls \(\mathbb {B}_p^n\) in \(\mathbb {R}^n\) and provide modern probabilistic arguments for them. We also present some more recent developments including a central limit theorem and a large deviations principle for the q-norm of a random point in \(\mathbb {B}_p^n\). We discuss their relation to the classical results and give hints to various extensions that are available in the existing literature.
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References
D. Alonso-Gutiérrez, J. Prochno, C. Thäle, Large deviations for high-dimensional random projections of \(\ell _{p}^{n}\)-balls. Adv. Appl. Math. 99, 1–35 (2018)
M. Anttila, K. Ball, I. Perissinaki, The central limit problem for convex bodies. English. Trans. Am. Math. Soc. 355(12), 4723–4735 (2003)
S. Artstein-Avidan, A. Giannopoulos, V. Milman, Asymptotic Geometric Analysis. Part I. Mathematical Surveys and Monographs, vol. 202 (American Mathematical Society, Providence, 2015), pp. xx+451
F. Barthe, O. Guédon, S. Mendelson, A. Naor, A probabilistic approach to the geometry of the \(l_{p}^{n}\)-ball. Ann. Probab. 33(2), 480–513 (2005)
S. Brazitikos, A. Giannopoulos, P. Valettas, B.-H. Vritsiou, Geometry of Isotropic Convex Bodies. Mathematical Surveys and Monographs, vol. 196 (American Mathematical Society, Providence, 2014), pp. xx+594
A. Dembo, O. Zeitouni, Large Deviations. Techniques and Applications. Stochastic Modelling and Applied Probability, vol. 38. Corrected reprint of the second (1998) edition (Springer, Berlin, 2010), pp. xvi+396
F. den Hollander, Large Deviations. Fields Institute Monographs, vol. 14 (American Mathematical Society, Providence, 2000), pp. x+143
P. Dirichlet, Sur une nouvelle méthode pour la détermination des intégrales multiples. J. Math. Pures Appl. 4, 164–168 (1839)
N. Gantert, S. Kim, K. Ramanan, Large deviations for random projections of ℓ p balls. Ann. Probab. 45(6B), 4419–4476 (2017)
Z. Kabluchko, J. Prochno, C. Thäle, Exact asymptotic volume and volume ratio of Schatten unit balls. ArXiv e-prints (Apr. 2018). arXiv: 1804.03467 [math.FA]
Z. Kabluchko, J. Prochno, C. Thäle, Intersection of unit balls in classical matrix ensembles. Israel J. Math. (to appear). ArXiv e-prints (Apr. 2018). arXiv: 1804.03466 [math.FA]
Z. Kabluchko, J. Prochno, C. Thäle, Sanov-type large deviations in Schatten classes. Ann. Inst. H. Poincaré Probab. Statist. (to appear). ArXiv e-prints (Aug. 2018). arXiv: 1808.04862 [math.PR]
Z. Kabluchko, J. Prochno, C. Thäle, High-dimensional limit theorems for random vectors in \(\ell _{p}^{n}\)-balls. Commun. Contemp. Math. 21, 1750092 (2019)
O. Kallenberg, Foundations of Modern Probability, Second. Probability and Its Applications (Springer, New York, 2002), pp. xx+638
S. Kim, Problems at the interface of probability and convex geometry: random projections and constrained processes. Ph.D. thesis. Brown University, 2017
S. Kim, K. Ramanan, A conditional limit theorem for high-dimensional ℓ p spheres. ArXiv e-prints (Sept. 2015). arXiv: 1509.05442 [math.PR]
A. Naor, The surface measure and cone measure on the sphere of \(\ell _{p}^{n}\). Trans. Am. Math. Soc. 359(3), 1045–1079 (2007)
A. Naor, D. Romik, Projecting the surface measure of the sphere of \(\ell _{p}^{n}\). English. Ann. Inst. Henri Poincaré, Probab. Stat. 39(2), 241–261 (2003)
G. Pisier, The Volume of Convex Bodies and Banach Space Geometry (Cambridge University Press, Cambridge, 1999)
S. Rachev, L. Rüschendorf, Approximate independence of distributions on spheres and their stability properties. Ann. Probab. 19(3), 1311–1337 (1991)
G. Schechtman, M. Schmuckenschläger, Another remark on the volume of the inter-section of two \(l_{p}^{n}\) balls, in Geometric Aspects of Functional Analysis (1989–90), vol. 1469. Lecture Notes in Mathematics (Springer, Berlin, 1991), pp. 174–178
G. Schechtman, J. Zinn, On the volume of the intersection of two \(l_{p}^{n}\)balls. Proc. Am. Math. Soc. 110(1), 217–224 (1990)
M. Schmuckenschläger, Volume of intersections and sections of the unit ball of \(\ell _{p}^{n}\). Proc. Am. Math. Soc. 126(5), 1527–1530 (1998)
M. Schmuckenschläger, CLT and the volume of intersections of \(\ell _{p}^{n}\)-balls. English. Geom. Dedicata 85(1–3), 189–195 (2001)
D. Voiculescu, The analogues of entropy and of Fisher’s information measure in free probability theory. I. Commun. Math. Phys. 155(1), 71–92 (1993)
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Prochno, J., Thäle, C., Turchi, N. (2019). Geometry of \(\ell _p^n\,\text{-Balls}\): Classical Results and Recent Developments. In: Gozlan, N., Latała, R., Lounici, K., Madiman, M. (eds) High Dimensional Probability VIII. Progress in Probability, vol 74. Birkhäuser, Cham. https://doi.org/10.1007/978-3-030-26391-1_9
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