Abstract
We consider determinantal point processes on a compact complex manifold X in the limit of many particles. The correlation kernels of the processes are the Bergman kernels associated to a high power of a given Hermitian holomorphic line bundle L over X. The empirical measure on X of the process, describing the particle locations, converges in probability towards the pluripotential equilibrium measure, expressed in term of the Monge–Ampère operator. The asymptotics of the corresponding fluctuations in the bulk are shown to be asymptotically normal and described by a Gaussian free field and applies to test functions (linear statistics) which are merely Lipschitz continuous. Moreover, a scaling limit of the correlation functions in the bulk is shown to be universal and expressed in terms of (the higher dimensional analog of) the Ginibre ensemble. This geometric setting applies in particular to normal random matrix ensembles, the two dimensional Coulomb gas, free fermions in a strong magnetic field and multivariate orthogonal polynomials.
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References
Alvarez-Gaumé, L., Bost, J.-B., Moore, G., Nelson, P., Vafa, C.: Bosonization on higher genus Riemann surfaces. Commun. Math. Phys. 112(3), 503–552 (1987)
Ameur, Y., Hedenmalm, H., Makarov, N.: Berezin transform in polynomial Bergman spaces. Commun. Pure Appl. Math. 63(12) (2010). arXiv:0807.0369
Ameur, Y., Hedenmalm, H., Makarov, N.: Fluctuations of eigenvalues of random normal matrices. Duke Math. J. 159(1), 31–81 (2011). arXiv:0807.0375
Ameur, Y., Hedenmalm, H., Makarov, N.: Random normal matrices and Ward identities. Ann. Probab. 43(3), 1157–1201 (2015). arXiv:1109.5941
Ameur, Y., Kang, NG., Makarov, N.: Rescaling Ward identities in the random normal matrix model (2014). arXiv:1410.4132
Bardenet, R., Hardy, A.: Monte Carlo with determinantal point processes. arXiv:1605.00361
Bauerschmidt, R., Bourgade, P., Nikula, M., Yau, H-T.: The two-dimensional Coulomb plasma: quasi-free approximation and central limit theorem. arXiv:1609.08582
Bedford, E., Taylor, A.: The Dirichlet problem for a complex Monge-Ampere equation. Invent. Math 37(1), 1–44 (1976)
Berline, N., Getzler, E., Vergne, M.: Heat Kernels and Dirac Operators. Corrected reprint of the: original. Grundlehren Text Editions. Springer, Berlin (1992)
Berman, R.J., Berndtsson, B., Sjöstrand, J.: A direct approach to asymptotics of Bergman kernels for positive line bundles. Arkiv för Matematik. 46(2), 197–217 (2008)
Berman, R.J., Boucksom, S.: Witt Nyström, D: Fekete points and convergence towards equilibrium measures on complex manifolds. Acta Math. 207(1), 1–27 (2011)
Berman, R.J., Ortega-Cerdà, J.: Sampling of real multivariate polynomials and pluripotential theory. Am. J. Math. arXiv:1509.00956. (to appear)
Berman, R.J.: Bergman kernels and equilibrium measures for line bundles over projective manifolds. Am. J. Math. 131(5) (2009)
Berman, R.J.: Bergman kernels and equilibrium measures for polarized pseudoconcave domains. Int. J. Math. 21(1), 77–115 (2010)
Berman, R.J.: Bergman kernels and local holomorphic Morse inequalities. Math. Z 248(2), 325–344 (2004)
Berman, R.J.: Bergman kernels and weighted equilibrium measures of \({\mathbb{C}}^{n}.\) Indiana Univ. Math. J. 58(4) (2009)
Berman, R.J.: Boucksom, S; Growth of balls of holomorphic sections and energy at equilibrium. 42 pages. Invent. Math. 181(2), 337–394 (2010)
Berman, R.J.: Determinantal point processes and fermions on complex manifolds: large deviations and Bosonization. Commun. Math. Phys. 327(1), 1–47 (2014). arXiv:0812.4224
Berman, R.J.: Kähler-Einstein metrics, canonical random point processes and birational geometry. http://arxiv.org/abs/1307.3634 (to appear in the AMS Proceedings of the 2015 Summer Research Institute on Algebraic Geometry)
Berman, R.J.: Sharp asymptotics for toeplitz determinants and convergence towards the gaussian free field on riemann surfaces. Int. Math. Res. Not. 2012(22), 5031–5062 (2012)
Berman, R.J.: Super Toeplitz operators on holomorphic line bundles. J. Geom. Anal. 16(1), 1–22 (2006)
Bleher, P., Shiffman, B., Zelditch, S.: Universality and scaling of correlations between zeros on complex manifolds. Invent. Math. 142(2), 351–395 (2000)
Bogaevskiĭ, I.A.: Singularities of convex hulls of three-dimensional hypersurfaces. Proc. Steklov Inst. Math. 221(2), 71–90 (1998)
Bonnet, G., David, F., Eynard, B.: Breakdown of universality in multi-cut matrix models. J. Phys. A33, 6739–6768 (2000)
Boutet de Monvel., Sjötrand, J.: Sur la singularite des noyaux de Bergman et de Szegö. Asterisque 34–35, 123–164 (1976)
Bryc, W.: A remark on the connection between the large deviation principle and the central limit theorem. Stat. Probab. Lett. 18(4), 253–256 (1993). Elsevier
Caffarelli, L.A., Rivière, N.M.: Smoothness and analyticity of free boundaries in variational inequalities. Ann. Scuola Norm. Sup. Pisa Cl. Sci.(4) 3(2), 289–310 (1976)
Cooper, F., Khare, A., Sukhatme, U.: Supersymmetry in Quantum Mechanics. World Scientific Publication (2001)
Deift, P., Kriecherbauer, T., McLaughlin, K.T.-R., Venakides, S., Zhou, X.: Uniform asymptotics for polynomials orthogonal with respect to varying exponential weights and applications to universality questions in random matrix theory. Commun. Pure Appl. Math. 52(11), 1335 (1999)
Deift, P.A.: Orthogonal Polynomials and Random Matrices: A Riemann-Hilbert Approach. Courant lecture notes in mathematics, vol. 3. New York University, Courant Institute of Mathematical Sciences, American Mathematical Society, New York, Providence (1999)
Deift, P.A.: Universality for mathematical and physical systems. Int. Congr. Math. I, 125–152 (2004). Eur. Math. Soc., Zürich
Delin, H.: Pointwise estimates for the weighted Bergman projection kernel in \({\mathbb{C}}^{n}\) using a weighted \(L^{2}\) estimate for the \(\bar{\partial }\) equation. Ann. Inst. Fourier (Grenoble) 48(4), 967–997 (1998)
Demailly, J-P.: Complex analytic and algebraic geometry. https://www-fourier.ujf-grenoble.fr/~demailly/books.html
Demailly, J-P.: Estimations \(L^{2}\) pour l’opérateur \(\bar{\partial }\) d’un fibré vectoriel holomorphe semi-positif au-dessus d’une variété kählérienne complète. (French). Ann. Sci. École Norm. Sup. (4) 15(3), 457–511 (1982)
Demailly, J-P.: Potential theory in several complex variables. https://www-fourier.ujf-grenoble.fr/~demailly/
Dembo, A., Zeitouni O.: Large deviation techniques and applications. Corrected reprint of the 2nd (1988) edition. Stochastic Modelling and Applied Probability, vol. 38, pp. xvi+396. Springer, Berlin (2010)
Donaldson, S.K.: Scalar curvature and projective embeddings. II. Q. J. Math. 56(3), 345–356 (2005)
Ferrari, F., Klevtsov, S., Zelditch, S.: Random Kähler metrics. Nucl. Phys. B 869(1), 89–110 (2013)
Forrester, P.J.: Fluctuation formula for complex random matrices. J. Phys. A 32(13), L159–L163 (1999)
Forrester, P.J.: Particles in a magnetic field and plasma analogies: doubly periodic boundary conditions. J. Phys. A 39(41), 13025–13036 (2006)
Ginibre, J.: Statistical ensembles of complex, quaternion, and real matrices. J. Math. Phys. 6, 440–449 (1965)
Götz, M., Maymeskul, V.V., Saff, E.B.: Asymptotic distribution of nodes for near-optimal polynomial interpolation on certain curves in \({\mathbb{R}}^{2}\). Constr. Approx. 18(2), 255–283 (2002)
Guedj, V., Zeriahi, A.: Intrinsic capacities on compact Kähler manifolds. J. Geom. Anal. 15(4), 607–639 (2005)
Guionnet, A.: Large deviations and stochastic calculus for large random matrices. Probab. Surv. 1, 72–172 (2004). (electronic)
Gurbatov, S.N., Malakhov, A.I., Saichev, A.I.: Non-Linear Random Waves and Turbulence in Non-dispersive Media: Waves, Rays, Particles. Manchester University Press, Manchester (1991). With an appendix (Singularities and bifurcations of potential flows) by Arnold et al
Hedenmalm, H., Makarov, N.: Quantum Hele-Shaw flow (2004). arXiv.org/abs/math.PR/0411437
Hough, J.B., Krishnapur, M., Peres, Y.l., Virág, B.: Determinantal processes and independence. Probab. Surv. 3, 206–229 (2006)
Johansson, K.: On fluctuations of eigenvalues of random Hermitian matrices. Duke Math. J. 91(1), 151–204 (1998)
Johansson, K.: Random matrices and determinantal processes. arXiv:math-ph/0510038
Klevtsov, S.: Geometry and large N limits in Laughlin states. arXiv:1608.02928
Klimek, M.: Pluripotential Theory. London mathematical society monographs. New Series, 6. Oxford Science Publications, The Clarendon Press, Oxford University Press, New York (1991)
Laughlin, R.B.: Elementary theory: the incompressible quantum fluid. In: The Quantum Hall Effect. Springer, Berlin (1987)
Lazarsfeld, R.: Positivity in algebraic geometry. I. Classical setting: line bundles and linear series. II. Positivity for vector bundles, and multiplier ideals. A series of modern surveys in mathematics, vol. 48 and 49. Springer, Berlin (2004)
Leblé, T., Serfaty, S.: Fluctuations of two-dimensional coulomb gases. arXiv:1609.08088
Lindholm, N.: Sampling in weighted \(L^{p}\) spaces of entire functions in \({\mathbb{C}}^{n}\) and estimates of the Bergman kernel. J. Funct. Anal. 182, 390–426 (2001)
Macchi, O.: The coincidence approach to stochastic point processes. Adv. Appl. Probab. 7, 83–122 (1975)
Pastur, L., Shcherbina, M.: Bulk universality and related properties of Hermitian matrix models. J. Stat. Phys. 130(2), 205–250 (2008)
Pastur, L.: A simple approach to the global regime of Gaussian ensembles of random matrices. Ukraïn. Mat. Zh. 57(6), 790–817 (2005), Translation in Ukrainian Math. J. 57(6), 936–966 (2005)
Pastur, L.: Limiting laws of linear eigenvalue statistics for Hermitian matrix models. J. Math. Phys. 47(10) (2006)
Griffiths, P., Harris, J.: Principles of Algebraic Geometry. Wiley classics library. Wiley, New York (1994)
Pokorny, F.T., Singer, M.: Toric partial density functions and stability of toric varieties. Math. Ann. 358(3–4), 879–923 (2014). Springer
Rider, B., Virag, B.: Complex determinantal processes and H1 noise. Electron. J. Probab. 12 (2007)
Rider, B., Virág, B.: The noise in the circular law and the Gaussian free field. Int. Math. Res. Not. IMRN, (2) (2007)
Ross, J., Singer, M.: Asymptotics of Partial Density Functions for Divisors. arXiv:1312.1145
Ross, J., Witt Nyström, D.: Homogeneous Monge-Ampère Equations and Canonical Tubular Neighbourhoods in Kähler Geometry. arXiv:1403.3282
Saff.E., Totik.V.: Logarithmic Potentials with Exteriour Fields. Springer, Berlin (1997) (with an appendix by Bloom, T)
Scardicchio, A., Torquato, S., Zachary, C.E.: Point processes in arbitrary dimension from fermionic gases, random matrix theory, and number theory . J. Stat. Mech. Theory Exp. (1) (2008)
Scardicchio, A., Torquato, S., Zachary, C.E.: Statistical properties of determinantal point processes in high-dimensional Euclidean spaces. Phys. Rev. E (3) 79(4) (2009)
Schaeffer, D.: Some examples of singularities in a free boundary. Annali della Scuola Normale Superiore di Pisa - Classe di Scienze 4(1), 133–144 (1977)
Sheffield, Scott: Gaussian free fields for mathematicians. Probab. Theory Relat. Fields 139(3–4), 521–541 (2007)
Shiffman, B., Zelditch, S.: Distribution of zeros of random and quantum chaotic sections of positive line bundles. Commun. Math. Phys. 200(3), 661–683 (1999)
Shiffman, B., Zelditch S.: Number variance of random zeros on complex manifolds, II: smooth statistics. Pure Appl. Math. Q. 6(4) (2010). Special Issue: In honor of Joseph J. Kohn. Part 2
Shigekawa, I.: Spectral properties of Schrodinger operators with magnetic fields for a spin 1/2 particle. 101(2), 255–285 (1991)
Sloan, I.H., Womersley, R.S.: Extremal systems of points and numerical integration on the sphere. Adv. Comput. Math. 21(1–2), 107–125 (2004)
Soshnikov, A.: Determinantal random point fields. (Russian) Uspekhi Mat. Nauk 55 (2000), no. 5(335), 107–160; translation. Russian Math. Surv. 55(5), 923–975 (2000)
Soshnikov, A.: Gaussian limit for determinantal random point fields. Ann. Probab. 30(1), 171–187 (2002)
Zabrodin, A.: Matrix models and growth processes: from viscous flows to the quantum Hall effect. NATO Sci. Ser. II Math. Phys. Chem. 221 (2006). arXiv.org/abs/hep-th/0411437. Springer, Dordrecht
Zelditch, S., Zhou, P.: Interface asymptotics of partial Bergman kernels on S1-symmetric Kaehler manifolds
Zelditch, S.: Szegö kernels and a theorem of Tian. Internat. Math. Res. Not. (6), 317–331 (1998)
Acknowledgements
It is a pleasure to thank Sébastien Boucksom, David Witt-Nyström, Frédéric Faure and Jeff Steif for stimulating and illuminating discussions. The author is particularly grateful to Bo Berndtsson for helpful discussions concerning Theorem 4.3. Thanks also to the referee for comments that helped to improve the exposition.
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Berman, R.J. (2018). Determinantal Point Processes and Fermions on Polarized Complex Manifolds: Bulk Universality. In: Hitrik, M., Tamarkin, D., Tsygan, B., Zelditch, S. (eds) Algebraic and Analytic Microlocal Analysis. AAMA 2013. Springer Proceedings in Mathematics & Statistics, vol 269. Springer, Cham. https://doi.org/10.1007/978-3-030-01588-6_5
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