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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.

168,657 papers · 148 categories

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121242362483 · Jun 202019922001200920172026
48 results for Geodesic Analysis

Paper analyzes convergence of proximal algorithm in metric spaces without geodesic convexity.

problem Analyzing convergence of proximal algorithm in general metric spaces.
method Analysis of the Wasserstein proximal algorithm without geodesic convexity assumption.
result Establishes unbiased and linear convergence rate for proximal algorithm under natural Wasserstein inequality.

This paper develops GPCA for probability distributions using Otto-Wasserstein geometry.

problem Analyzing modes of variation in datasets of probability measures.
method Geodesic Principal Component Analysis (GPCA) on Wasserstein space with neural networks.
result Identification of geodesic curves that capture modes of variation in probability distributions.

New cutoff phenomenon found for geodesic paths on hyperbolic manifolds.

problem Understanding the cutoff phenomenon for geodesic paths on hyperbolic manifolds.
method Spectral strategy and detailed spectral analysis of the spherical mean operator.
result Geodesic paths on compact hyperbolic manifolds exhibit cutoff for spatially localized initial conditions.

Dimensionality reduction on Riemannian manifolds is challenging due to the complex nonlinear data structures. While probabilistic principal geodesic analysis~(PPGA) has been proposed to generalize conventional principal component analysis (PCA) onto manifolds, its effectiveness is limited to data with a single modality…

2019-09-03abs ↗pdf ↗

The paper analyzes symmetries of Vaidya-Bonner geodesics.

problem Investigating invariance properties of Vaidya-Bonner geodesics.
method Classification of Lie point symmetries and Noether symmetries, determination of optimal system of subalgebras.
result Determination of optimal system of subalgebras for Vaidya-Bonner geodesics.

A prime geodesic theorem is proven for singular geodesics in quotients of SL(4). This is a case where regularity assumptions of previous papers fail. As a consequence, the analysis becomes much more involved. For applications in number theory (class number asymptotics) it is, however, necessary to consider this case, t…

2006-05-02abs ↗pdf ↗

Geodesic convexity generalizes the notion of (vector space) convexity to nonlinear metric spaces. But unlike convex optimization, geodesically convex (g-convex) optimization is much less developed. In this paper we contribute to the understanding of g-convex optimization by developing iteration complexity analysis for …

2016-02-19abs ↗pdf ↗

The paper studies geodesics and isoparametric functions on Finsler spheres.

problem Analyzing geodesics and isoparametric functions on Finsler spheres.
method Global expressions of geodesics and isoparametric functions derived using navigation and Cartan-Münzner polynomials.
result Construction of isoparametric families and focal submanifolds.

This paper deals with various topics in analysis on hyperbolic spaces. It surveys some recent progress in non-Euclidean Fourier Analysis and proves some new results for the geodesic Radon transform on hyperbolic spaces.

2004-11-18abs ↗pdf ↗

For any toric automorphism with only real eigenvalues a Riemannian metric with an integrable geodesic flow on the suspension of this automorphism is constructed. A qualitative analysis of such a flow on a three-solvmanifold constructed by the authors in math.DG/9905078 is done. This flow is an example of the geodesic f…

1999-11-24abs ↗pdf ↗

The study examines geodesics and tight geodesics in surface curve complexes.

problem Characterizing the spectrum of geodesics and tight geodesics in curve complexes.
method Analyzing the number of geodesics and tight geodesics of length dd in curve complexes.
result The spectrum of geodesics is a subset of the spectrum of tight geodesics, with equality for geodesics of length 2.

In this article we investigate a first order reparametrization-invariant Sobolev metric on the space of immersed curves. Motivated by applications in shape analysis where discretizations of this infinite-dimensional space are needed, we extend this metric to the space of Lipschitz curves, establish the wellposedness of…

2017-02-14abs ↗pdf ↗

Geodesics of contactomorphisms on a specific manifold are characterized by Hamiltonian functions.

problem Characterizing geodesics of contactomorphisms on a manifold with a standard contact structure.
method Analyzing geodesics defined by different norms on the identity component of the group of contactomorphisms.
result The norm of a geodesic contactomorphism can be expressed in terms of the maximum of the Hamiltonian function.

Develops a Riemannian archetypal analysis for interpretable non-linear data.

problem Limited performance of classical archetypal analysis on non-linear data.
method Riemannian geometry for data-driven pullback, geodesic convex combinations, convex relaxation followed by non-convex refinement.
result Combines interpretability of classical archetypal analysis with expressive power of modern non-linear models.

In the elastic shape analysis approach to shape matching and object classification, plane curves are represented as points in an infinite-dimensional Riemannian manifold, wherein shape dissimilarity is measured by geodesic distance. A remarkable result of Younes, Michor, Shah and Mumford says that the space of closed p…

2018-07-10abs ↗pdf ↗

This paper is devoted to the regularity analysis of a geodesic equation in the space of Sasakian metrics. Firstly, we reduce the geodesic equation in the space of Sasakian metrics to a Dirichlet problem of degenerate complex Monge-Ampére type eqution on the Kähler cone; secondly, we obtain a priori etimates for the abo…

2009-06-30abs ↗pdf ↗

Improved bounds on shortest geodesics with self-intersections on hyperbolic surfaces.

problem Quantifying the complexity of non-simple closed geodesics on hyperbolic surfaces.
method Analyzing the geometry of shortest figure eight curves and constructing geodesic representatives.
result Explicit upper bounds for the length of shortest geodesics with kk self-intersections improved from 512 to 128.

Study geodesic properties of time series data using Wasserstein metric.

problem Modeling nonlinear time series with transport-based metrics.
method Generalized Wasserstein metric and signed cumulative distribution transforms.
result Geodesic properties provide added interpretability and robustness in time series classifiers.

Paper constructs new non-Anosov Partially Hyperbolic Geodesic flows using conformal deformations.

problem Creating new non-Anosov Partially Hyperbolic Geodesic flows.
method Using conformal deformations to produce examples of partially hyperbolic geodesic flows.
result Proves ergodicity for the Liouville measure and uniqueness of the measure of maximal entropy.

Polynomial chaos expansions on Grassmannian submanifolds for high-dimensional stochastic systems.

problem Uncertainty quantification in high-dimensional stochastic systems.
method Principal Geodesic Analysis on the Grassmann manifold, adaptive algorithm for local submanifolds, polynomial chaos expansion.
result Efficient surrogate modeling of system behavior across different parameter spaces.

We provide a direct proof of Cramér's theorem for geodesic random walks in a complete Riemannian manifold (M,g)(M,g). We show how to exploit the vector space structure of the tangent spaces to study large deviation properties of geodesic random walks in MM. Furthermore, we reveal the geometric obstructions one runs into …

2018-11-23abs ↗pdf ↗

A new algorithm for parallel transport on shape spaces is presented and compared to existing methods.

problem Statistical analysis of shape data, especially in time series and optimization.
method Pole ladder algorithm for parallel transport on Kendall shape spaces, compared to integration methods.
result The pole ladder algorithm is a more efficient method for parallel transport.

We develop a novel analogue of Euclidean PCA (principal component analysis) for data taking values on a Riemannian symmetric space, using totally geodesic submanifolds as approximating lower dimnsional submanifolds. We illustrate the technique on n-spheres, Grassmannians, n-tori and polyspheres.

2019-08-13abs ↗pdf ↗

Study of geodesics on SL(n) with Hilbert-Schmidt metric, revealing complex dynamics in higher dimensions.

problem Geodesics on SL(n) with Hilbert-Schmidt metric.
method Analysis of geodesics, use of Virial-identity-based criterion, study of explicit families of solutions, classification of geodesics.
result Complex dynamics in higher dimensions, existence of bounded geodesic motions in even dimensions, instability of swirling and shear flows in even dimensions.

New approach constructs symplectic structure on pseudo-Riemannian geodesics.

problem Dimensional mismatch in classical symplectic structure construction for pseudo-Riemannian geodesics.
method Directly constructs geodesic space as quotient, introduces conformal co-symplectic structure.
result Conformal co-symplectic structure globally describes geometric distribution of geodesics.