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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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74148222296 · Jun 202019922001200920172026
48 results for random bundles

The study finds effective lower bounds for spectra of random surfaces and bundles.

problem Determining the spectrum of Laplacian on random surfaces and bundles.
method Analysis of random covering surfaces and unitary bundles over finite-area non-compact hyperbolic surfaces.
result With high probability, the spectrum of random surfaces and bundles has no eigenvalues below a certain threshold.

Study on zeros of Gaussian sections on semipositive line bundles on punctured Riemann surfaces.

problem Distribution of zeros of Gaussian sections on semipositive line bundles.
method Analysis of Bergman kernels and random zeros in high tensor powers.
result Equidistribution, large deviation estimates, central limit theorem, and number variances for zeros in the semi-classical limit.

We prove that a Gaussian ensemble of smooth random sections of a real vector bundle over compact manifold canonically defines a metric on the bundle together with a connection compatible with it. Additionally, we prove a refined Gauss-Bonnet-Chern theorem stating that if the bundle and the manifold are oriented, then t…

2014-08-25abs ↗pdf ↗

We study a tower of normal coverings over a compact Kähler manifold with holomorphic line bundles. When the line bundle is sufficiently positive, we obtain an effective estimate, which implies the Bergman stability. As a consequence, we deduce the equidistribution for zero currents of random holomorphic sections. Furth…

2014-10-08abs ↗pdf ↗

Study shows mass distribution of random holomorphic sections follows a central limit theorem.

problem Understanding mass distribution of random holomorphic sections.
method Proved a central limit theorem for mass distribution of random holomorphic sections associated with positive line bundles.
result Almost every sequence of random holomorphic sections exhibits quantum ergodicity.

We prove that the Euler form of a metric connection on real oriented vector bundle EE over a compact oriented manifold MM can be identified, as a current, with the expectation of the random current defined by the zero-locus of a certain random section of the bundle. We also explain how to reconstruct probabilisticall…

2014-04-21abs ↗pdf ↗

Study improves variance calculation for random zero sets on complex manifolds.

problem Improving the variance calculation for random zero sets on complex manifolds.
method Deriving an asymptotic expansion for the variance of linear statistics of zero divisors of random holomorphic sections.
result Sharpens leading-order asymptotics for the variance of random zero sets.

Tian's theorem connects Chern classes of bundles to random section zeros and degeneracy sets.

problem Understanding the distribution of zeros and degeneracy sets of random holomorphic sections.
method Analyzing the pullback of Chern classes and computing currents of integration.
result The limit distribution of zeros of random sections is determined by the Chern form.

Geometric quantization results for Riemann surfaces with semi-positive line bundles.

problem Analyzing geometric quantization for Riemann surfaces with semi-positive line bundles.
method Exploring the Bergman kernel expansion and related results for induced Fubini-Study metrics, Toeplitz operators, and holomorphic torsion.
result Asymptotic results for holomorphic torsion and random sections.

Study on random surfaces in hyperbolic 3-manifolds, focusing on geometric and topological properties.

problem Distribution of nearly geodesic surfaces in hyperbolic 3-manifolds.
method Invariant measures on the Grassmann bundle G(M) derived from limits of random minimal surfaces.
result Topological limiting measures are totally scarring if M contains a totally geodesic subsurface, while geometrical limiting measures are not.

The paper equidistributes zeros of random polynomials and sections on manifolds.

problem Equidistribution of zeros of random polynomials and sections on manifolds.
method Weighted pluripotential theory, asymptotic Bernstein-Markov measures, variance estimation.
result Equidistribution holds for non-i.i.d. random coefficients and non-homogeneous manifolds.

The paper estimates variance of random sections on complex manifolds.

problem Estimating variance of random holomorphic sections on compact Kahler manifolds.
method Analyzes a sequence of smooth Hermitian holomorphic line bundles on a compact Kahler manifold X, considering specific probability measures.
result Provides variance estimates for various measures including Gaussian and Fubini-Study measures.

In this work we prove an universality result regarding the equidistribution of zeros of random holomorphic sections associated to a sequence of singular Hermitian holomorphic line bundles on a compact Kähler complex space XX. Namely, under mild moment assumptions, we show that the asymptotic distribution of zeros of r…

2017-09-27abs ↗pdf ↗

The paper studies the distribution of random degeneracy sets on complex manifolds.

problem Distribution of random degeneracy sets on compact Kähler manifolds.
method Asymptotic expansion of induced Grassmannian Chern forms, meromorphic transforms, and Wishart distribution.
result Normalized currents converge to curvature forms with quantitative estimates.

This thesis predicts the distribution of smoothed zeros of random sections on line bundles.

problem Predicting the distribution of smoothed zeros of random sections on line bundles.
method Developing smoothing operators on discrete surfaces and computing the expected sum of indices on each face.
result Predictions on the distribution of smoothed section's signed zeros with multiplicity.

Study Bergman kernels and zero distributions of random sections on Kähler manifolds.

problem Asymptotic distribution of common zeros of random sections on Kähler manifolds.
method Analysis of Bergman kernels and equidistribution for sequences of line bundles.
result Established asymptotic expansion of Bergman kernels and equidistribution of zeros.

Paper defines Fisher co-metric on cotangent bundle and clarifies its relation to variance.

problem Defines Fisher co-metric on cotangent bundle and clarifies its relation to variance.
method Defines Fisher co-metric directly from Fisher metric without going through tangent bundle, using a natural correspondence between cotangent vectors and random variables.
result Clarifies the relation between Fisher co-metric and variance/covariance, trivializing the Cramér-Rao inequality.

We discuss positive closed currents and Fubini-Study currents on orbifolds, as well as Bergman kernels of singular Hermitian orbifold line bundles. We prove that the Fubini-Study currents associated to high powers of a semipositive singular line bundle converge weakly to the curvature current on the set where the curva…

2012-10-20abs ↗pdf ↗

The study proves a central limit theorem for Gaussian holomorphic sections on Kähler manifolds.

problem Understanding statistical properties of zeros of random holomorphic sections.
method Proves a central limit theorem for smooth linear statistics of zero divisors of Gaussian sections in line bundles over Kähler manifolds.
result Derives first-order asymptotics and upper decay estimates for Bergman kernels.

We show that normalized currents of integration along the common zeros of random mm-tuples of sections of powers of mm singular Hermitian big line bundles on a compact Kähler manifold distribute asymptotically to the wedge product of the curvature currents of the metrics. If the Hermitian metrics are Hölder with sing…

2015-06-04abs ↗pdf ↗

The paper studies random systems of holomorphic sections on compact Kähler manifolds and proves equidistribution results.

problem Estimating the distribution of zeros of random holomorphic sections on compact Kähler manifolds.
method Asymptotic variance estimate for smooth linear statistics, equidistribution result derivation.
result Smooth positive closed form ω^k can be approximated by currents of integration along analytic subsets of X.

Study of random sections on complex spaces converging to equilibrium metrics.

problem Understanding the behavior of random holomorphic sections on complex spaces.
method Analyzing the convergence of normalized Fubini-Study currents and integration currents to the equilibrium metric's curvature.
result The normalized currents of integration along zero divisors converge almost surely to the curvature current of the equilibrium metric.

We consider the SO(3) Witten-Reshetikhin-Turaev quantum invariants of random 3-manifolds. When the level r is prime, we show that the asymptotic distribution of the absolute value of these invariants is given by the standard Rayleigh distribution and independent of the choice of level. Hence the probability that the qu…

2010-09-08abs ↗pdf ↗

Spectral methods that are based on eigenvectors and eigenvalues of discrete graph Laplacians, such as Diffusion Maps and Laplacian Eigenmaps are often used for manifold learning and non-linear dimensionality reduction. It was previously shown by Belkin and Niyogi \cite{belkin_niyogi:2007} that the eigenvectors and eige…

2013-06-07abs ↗pdf ↗

The paper finds lower bounds for volumes of complex geometric structures.

problem Estimating the volume of complex geometric structures.
method Reduction to a counting problem in the unit tangent bundle, solved using exponential multiple mixing for the geodesic flow.
result First known lower bound for the volume of these manifolds in terms of curve length.

We study the asymptotic properties of the conormal cycle of nodal sets associated to a random superposition of eigenfunctions of the Laplacian on a smooth compact Riemannian manifold without boundary. In the case where the dimension is odd, we show that the expectation of the corresponding current of integration equidi…

2015-09-01abs ↗pdf ↗

Invariance principle proved for lifted geodesic walks on Riemannian submersions.

problem Proving convergence to horizontal Brownian motion for lifted geodesic walks.
method Appropriate conditions on geodesic random walks' speed; proving invariance principle.
result Convergence to horizontal Brownian motion for lifted geodesic walks.

We study random elements of subgroups (and cosets) of the mapping class group of a closed hyperbolic surface, in part through the properties of their mapping tori. In particular, we study the distribution of the homology of the mapping torus (with rational, integer, and finite field coefficients, the hyperbolic volume …

2014-01-22abs ↗pdf ↗

The paper characterizes the geometry and topology of spin random fields.

problem Understanding the expected geometry and topology of spin random fields.
method Investigating the asymptotic behavior of geometric and topological functionals for spin random fields under scaling assumptions.
result Explicit results for monochromatic fields, showing non-universal asymptotic behavior and new generalized models.

The sectional curvature of a compact Riemannian manifold M can be seen as a random variable on the Grassmann bundle of 2-planes in TM endowed with the Fubini-Study volume density. In this article we calculate the moments of this random variable by integrating suitable local Riemannian invariants and discuss the distrib…

2017-07-20abs ↗pdf ↗

Let XX be a compact normal complex space of dimension nn, and LL be a holomorphic line bundle on XX. Suppose Σ=(Σ1,,Σ)Σ=(Σ_1,\ldots,Σ_\ell) is an \ell-tuple of distinct irreducible proper analytic subsets of XX, τ=(τ1,,τ)τ=(τ_1,\ldots,τ_\ell) is an \ell-tuple of positive real numbers, and consider the space H00(X,Lp)H^0_0 (X, L^p)

2019-09-01abs ↗pdf ↗

Researchers study the conformal geometry of bivariate Gaussian manifolds.

problem Exploring the conformal structure of Fisher-Rao metric on statistical manifolds.
method Determined invariants of the conformal structure of the Fisher-Rao metric on the bivariate Gaussian manifold.
result The conformal holonomy group is SO0(1,6)SO^{0}(1,6) for generic random variables, but SO0(1,4)SO^{0}(1,4) for independent ones.

We give, as LL grows to infinity, an explicit lower bound of order Ln/mL^{n/m} for the expected Betti numbers of the vanishing locus of a random linear combination of eigenvectors of PP with eigenvalues below LL. Here, PP denotes an elliptic self-adjoint pseudo-differential operator of order $m\textgreater{}0$, bound…

2015-03-05abs ↗pdf ↗

Several known results, by Rivin, Calegari-Maher and Sisto, show that an element φnOut(Fr)φ_n\in Out(F_r), obtained after nn steps of a simple random walk on Out(Fr)Out(F_r), is fully irreducible with probability tending to 1 as nn\to\infty. In this paper we construct a natural "train-track directed" random walk W\mathcal W on $…

2014-09-29abs ↗pdf ↗

We present a new proximal bundle method for Maximum-A-Posteriori (MAP) inference in structured energy minimization problems. The method optimizes a Lagrangean relaxation of the original energy minimization problem using a multi plane block-coordinate Frank-Wolfe method that takes advantage of the specific structure of …

2018-06-13abs ↗pdf ↗

Study on how non-reversible diffusion processes affect homology on manifolds.

problem Understanding the asymptotic behavior of random homology in diffusion processes.
method Investigation of asymptotic properties of random homology associated with stochastic diffusion processes on compact Riemannian manifolds.
result For quadratic rate, manifold is a locally trivial fiber bundle over a flat torus with minimal fibers.

In a way similar to the continuous case formally, we define in different but equivalent manners the difference discrete connection and curvature on discrete vector bundle over the regular lattice as base space. We deal with the difference operators as the discrete counterparts of the derivatives based upon the differen…

2007-07-25abs ↗pdf ↗