arXiv research

This paper studies the generic behavior of $k$-tuple elements for $k\ge 2$ in a proper group action with contracting elements, with applications towards relatively hyperbolic groups, CAT(0) groups and mapping class groups. For a class of statistically convex-cocompact action, we show that an exponential generic set of …

Study smooth linear statistics on random covers of hyperbolic surfaces, showing central limit and variance results.

GOE statistics emerge from surface moduli space averages.

We consider harmonic measures that arise from random walks on the mapping class group determined by probability distributions that have finite first moment with respect to the Teichmuller metric, and whose supports generate non-elementary subgroups. We prove that Teichmuller space with the Teichmuller metric is statist…

Study shows energy levels on hyperbolic surfaces follow GOE fluctuations.

Asymptotics for equidistribution of circles on hyperbolic surfaces.

Study on random hyperbolic surfaces with many cusps, focusing on tight geodesics.

Deep learning uncovers patterns between knot types.

Given integers $g,n \geq 0$ satisfying $2-2g-n < 0$, let $\mathcal{M}_{g,n}$ be the moduli space of connected, oriented, complete, finite area hyperbolic surfaces of genus $g$ with $n$ cusps. We study the global behavior of the Mirzakhani function $B \colon \mathcal{M}_{g,n} \to \mathbf{R}_{\geq 0}$ which assigns to $X…

Study shows twist tori equidistribute in moduli space, with other families having singular distributions.

Study on length distribution of random multicurves on large genus surfaces converging to Poisson-Dirichlet distribution.

A new fuzzy clustering method using hyperbolic smoothing for large datasets.

Paper shows ergodicity and irreducibility of mapping class group boundary representation.

The paper shows Gaussian fluctuations in eigenvalue statistics of random hyperbolic surfaces.

Study explores geometric structure and prior for beta-logistic distribution.

New method calculates winding of geodesics on surfaces.

Paper extends tree bijection for hyperbolic surfaces without requiring cusps.

In this paper, we determine the distribution of the length partition of a random multicurve of fixed topological type on a closed hyperbolic surface using the methods of Margulis' thesis and Mirzakhani's equidistribution theorem for horospheres. This distribution admits a polynomial density, whose coefficients can be e…

This work proposes hyperbolic deep convolutional neural networks for better pattern recognition.

Analysis of 'big data' characterized by high-dimensionality such as word vectors and complex networks requires often their representation in a geometrical space by embedding. Recent developments in machine learning and network geometry have pointed out the hyperbolic space as a useful framework for the representation o…

HLoOP detects outliers in hyperbolic 2-space.

HypeGBMS clusters data in hyperbolic space, overcoming Euclidean limitations.

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 …

This work estimates edge weights of edge-reinforced random walks using observed data.

Study models Indian stock market using hyperbolic geometry for market stability and volatility analysis.

Differentiable optimization bridges arbitrary metrics to tree metrics.

Matrix Factorization (MF) is a common method for generating recommendations, where the proximity of entities like users or items in the embedded space indicates their similarity to one another. Though almost all applications implicitly use a Euclidean embedding space to represent two entity types, recent work has sugge…

In this paper we explore the idea that Teichmüller space is hyperbolic "on average." Our approach focuses on studying the geometry of geodesics which spend a definite proportion of time in some thick part of Teichmüller space. We consider several different measures on Teichmüller space and find that this behavior for g…

A bijection proves a polynomial volume for genus-0 hyperbolic surfaces with boundaries.

In this paper, we establish that, for statistically convex-cocompact actions, contracting elements are exponentially generic in counting measure. Among others, the following exponential genericity results are obtained as corollaries for the set of hyperbolic elements in relatively hyperbolic groups, the set of rank-1 e…

This paper presents a study of the asymptotic geometry of groups with contracting elements, with emphasis on a subclass of statistically convex-cocompact (SCC) actions. The class of SCC actions includes relatively hyperbolic groups, CAT(0) groups with rank-1 elements and mapping class groups, among others. We exploit a…

The paper studies harmonic map heat flow to flat tori, proving ergodic behavior and convergence to hyperbolic measure.

Enhances graph modeling with hyperbolic geometry and variational inference.

Anosov maps study with new Banach space and foliation method.

Certain fibered hyperbolic 3-manifolds admit a $\mathit{\text{layered veering triangulation}}$, which can be constructed algorithmically given the stable lamination of the monodromy. These triangulations were introduced by Agol in 2011, and have been further studied by several others in the years since. We obtain exper…

The moduli space of lattices of $\mathbb{C}$ is a Riemann surface of finite hyperbolic area with the square lattice as an origin. We select a lattice from the induced uniform distribution and calculate the statistics of the Teichmüller distance to the origin. This in turn identifies distribution of the distance in Teic…

Guaranteeing a certain level of user privacy in an arbitrary piece of text is a challenging issue. However, with this challenge comes the potential of unlocking access to vast data stores for training machine learning models and supporting data driven decisions. We address this problem through the lens of dx-privacy, a…

We obtain sharp estimates on the growth rate of stable commutator length on random (geodesic) words, and on random walks, in hyperbolic groups and groups acting nondegenerately on hyperbolic spaces. In either case, we show that with high probability stable commutator length of an element of length $n$ is of order $n/\l…

Study geodesics on random hyperbolic surfaces, finding variance similar to prime number theory.

In this paper we will study the statistics of the unit geodesic flow normal to the boundary of a hyperbolic manifold with non-empty totally geodesic boundary. Viewing the time it takes this flow to hit the boundary as a random variable, we derive a formula for its moments in terms of the orthospectrum. The first moment…

A statistical decision problem is hidden in the core of option pricing. A simple form for the price C of a European call option is obtained via the minimum Bayes risk, R_B, of a 2-parameter estimation problem, thus justifying calling C Bayes (B-)price. The result provides new insight in option pricing, among others obt…

Study of group actions on CAT(0) cube complexes, focusing on marked length spectra.

New hyperbolicity concepts expand manifold study.

We study the Masur-Veech volumes $MV_{g,n}$ of the principal stratum of the moduli space of quadratic differentials of unit area on curves of genus $g$ with $n$ punctures. We show that the volumes $MV_{g,n}$ are the constant terms of a family of polynomials in $n$ variables governed by the topological recursion/Virasor…

The paper defines two types of hyperbolicity for complex manifolds and proves related results.

The information metric arises in statistics as a natural inner product on a space of probability distributions. In general this inner product is positive semi-definite but is potentially degenerate. By associating to an instanton its energy density, we can examine the information metric {\bf g} on the moduli spaces $\M…

This work analyzes Fréchet regression using comparison geometry, providing theoretical and practical insights.

Introduces Möbius structures and hyperbolic ends for $k$-surfaces in hyperbolic space.