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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.

169,291 papers · 148 categories

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76152227303 · May 202619922001200920182026
48 results for dimension preserving

The aim of this paper is to investigate properties preserved and co-preserved by coarsely nn-to-1 functions, in particular by the quotient maps XX/X\to X/\sim induced by a finite group GG acting by isometries on a metric space XX. The coarse properties we are mainly interested in are related to asymptotic dimension a…

2015-06-27abs ↗pdf ↗

New DR algorithm preserves both local and global structure.

problem Trade-off between preserving local and global structure in DR methods.
method Analysis of existing DR methods and design principles for loss functions.
result Design of PaCMAP algorithm that preserves both local and global structure.

A new geometry-preserving method for interpreting compositional data.

problem Statistical challenges in high-dimensional compositional data.
method Geometry-preserving framework for dimension reduction of compositional data.
result Identification of a central compositional subspace for compositional predictors.

Non-vanishing steady Euler flows and Beltrami fields found in high dimensions.

problem Existence of non-vanishing steady Euler flows and Beltrami fields in high dimensions.
method Using open books, proved existence of non-vanishing steady solutions to the Euler equations for vector fields in odd dimensions.
result Existence of non-vanishing steady Euler flows and Beltrami fields in high dimensions.

In this note we show that the Lagrangian Luttinger surgery preserves the symplectic Kodaira dimension. Some constraints on Lagrangian tori in symplectic four manifolds with non-positive Kodaira dimension are also derived.

2011-08-02abs ↗pdf ↗

We prove that graph products constructed over infinite graphs with bounded clique number preserve finite asymptotic dimension. We also study the extent to which Dranishnikov's property C, and Dranishnikov and Zarichnyi's straight finite decomposition complexity are preserved by constructions such as unions, free produc…

2013-09-24abs ↗pdf ↗

Characterizes harmonic morphisms preserving minimal submanifolds and finds novel area-minimising hypercones.

problem Understanding harmonic morphisms and their relationship to minimal submanifolds.
method Characterization of harmonic morphisms as weakly horizontally conformal maps preserving minimal submanifold equations, derivation of reduction properties for other co-dimensions, application to find novel area-minimising hypercones.
result Novel family of degree 4 area-minimising hypercones in R^m, m≥32.

Two methods preserve tensor structure for reduced dimensionality in tensor regression.

problem Reducing dimensionality of tensor predictors for improved interpretation and accuracy.
method Developed two tensor dimension reduction methods using Tucker and CP decompositions.
result Substantial improvement in accuracy over existing methods in simulations and applications.

We address the problem of local geometry of third order ODEs modulo contact, point and fibre-preserving transformations of variables. Several new and already known geometries are described in a uniform manner by the Cartan method of equivalence. This includes conformal, Weyl and metric geometries in three and six dimen…

2009-02-24abs ↗pdf ↗

Every homeomorphism of Euclidean space is a commutator of two homeomorphisms.

problem Understanding the structure of homeomorphisms in Euclidean space.
method Proving every orientation-preserving homeomorphism can be written as a commutator of two such homeomorphisms.
result Every orientation-preserving homeomorphism of Euclidean space is a commutator of two homeomorphisms.

Characterizes mappings preserving Pythagorean-hodograph curves.

problem Preserving Pythagorean-hodograph curves in various dimensions.
method Proves conformal functions with square rational dilation are PH-preserving.
result Conformal functions with square rational dilation are the only PH-preserving mappings.

Completes the classification of Moebius deformable hypersurfaces for dimensions 5 and above.

problem Missing examples in the classification of Moebius deformable hypersurfaces for dimensions 5 and above.
method Investigates the class of Moebius deformable hypersurfaces and completes the classification for dimensions 5 and above.
result Completes the classification of Moebius deformable hypersurfaces for dimensions 5 and above.

Study shows how flat flow solutions in 2D converge to disks.

problem Understanding the asymptotics of area-preserving mean curvature flow in 2D.
method Analyzes flat flow solutions starting from bounded sets of finite perimeter.
result Flat flow solutions converge to a union of equally sized disks with exponential rate.

FPP creates interpretable 2D embeddings for high-dimensional data.

problem Discovering interpretable relationships in high-dimensional data.
method Function preserving projections (FPP) for scalable linear embeddings.
result FPP reveals non-linear patterns of user-selected response functions.

We prove that a compactly supported homeomorphism of a smooth manifold of dimension greater or equal to 5 can be approximated uniformly by compactly supported diffeomorphisms if and only if it is isotopic to a diffeomorphism. If the given homeomorphism is in addition volume preserving, then it can be approximated unifo…

2009-01-08abs ↗pdf ↗

Efficiently reduces data dimensionality with guaranteed geometry preservation.

problem Efficiently reducing high-dimensional data while preserving its geometric structure.
method Random subspace method with Johnson-Lindenstrauss guarantees, densifying preprocessing for sparse data.
result Random subspace method achieves geometry preservation with logarithmic dimensionality in data points.

New saddle network architectures preserve convex-concave geometry in optimization problems.

problem Optimization models with convex x and concave y components.
method Structured separable decomposition and saddle network architectures.
result Proven one-dimensional approximation theorem and high accuracy on various test functions.

We consider some natural infinitesimal Einstein deformations on Sasakian and 3-Sasakian manifolds. Some of these are infinitesimal deformations of Killing spinors and further some integrate to actual Killing spinor deformations. In particular, on 3-Sasakian 7 manifolds these yield infinitesimal Einstein deformations pr…

2013-01-15abs ↗pdf ↗

The paper proposes differentially private sliced inverse regression algorithms for high-dimensional data.

problem Privacy concerns in high-dimensional data analysis.
method Differentially private sliced inverse regression algorithms designed for privacy preservation.
result Achieves minimax lower bounds up to logarithmic factors.

CoreFlow models matrix-valued distributions efficiently, preserving shared low-rank structure.

problem Learning matrix-valued distributions from high-dimensional and incomplete data.
method Low-rank flow model that learns shared row/column subspaces and trains a normalizing flow on the core.
result CoreFlow improves generation quality in few-sample regimes and remains competitive in data-rich settings.

In this paper, we prove a general maximum principle for the time dependent Lichnerowicz heat equation on symmetric tensors coupled with the Ricci flow on complete Riemannian manifolds. As an application we construct complete manifolds with bounded nonnegative sectional curvature of dimension greater than or equal to fo…

2003-05-16abs ↗pdf ↗

Estimates latent dimensionality for prediction tasks using mutual information.

problem Estimating the latent dimensionality needed for accurate prediction.
method Formulates the problem as an Information Bottleneck question and uses neural mutual information estimators with a hybrid critic to preserve latent geometry.
result The hybrid critic method provides a more accurate estimation of task-relevant dimensionality.

Pluriclosed flow preserves Hermitian-symplectic structures and forms, with topological constraints.

problem Preserving Hermitian-symplectic structures under pluriclosed flow.
method Consideration of an extra evolution equation determined by the Bismut-Ricci form.
result Obtained topological obstruction to long-time existence in arbitrary dimensions.

Global invertibility proven for orientation-preserving maps without homeomorphic extension.

problem Global invertibility of orientation-preserving Sobolev maps.
method Avoiding homeomorphic extension, study of strictly orientation-preserving maps.
result Global invertibility can be achieved without homeomorphic extension.

Curvature estimates and sheeting theorems for weakly stable CMC hypersurfaces established.

problem Establishing curvature estimates and sheeting theorems for weakly stable CMC hypersurfaces.
method Pointwise curvature estimate and sheeting theorem for weakly stable CMC hypersurfaces.
result Effective version of the compactness theorem for weakly stable CMC hypersurfaces.

We introduce a type of Riemannian geometry in nine dimensions, which can be viewed as the counterpart of selfduality in four dimensions. This geometry is related to a 9-dimensional irreducible representation of SO(3)×SO(3){\bf SO}(3) \times {\bf SO} (3) and it turns out to be defined by a differential 4-form. Structures admitti…

2011-09-04abs ↗pdf ↗

New findings on asymptotic property C in infinite dimensional spaces.

problem Understanding infinite dimensional spaces with infinite asymptotic dimension.
method Showed preservation of asymptotic property C in infinite products and introduced hyperbolic property C.
result Infinite products and restricted direct products of countable groups with finite asymptotic dimension have asymptotic property C.

In this paper we initiate a study of the topological group PPQI(G,H)PPQI(G,H) of pattern-preserving quasi-isometries for GG a hyperbolic Poincare duality group and HH an infinite quasiconvex subgroup of infinite index in GG. Suppose G\partial G admits a visual metric dd with dimH<dimt+2dim_H < dim_t +2, where dimHdim_H is the Hausd…

2009-06-23abs ↗pdf ↗