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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.

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67135202269 · May 202619922001200920172026
48 results for canonical principal direction

Given a vector field XX in a Riemannian manifold, a hypersurface is said to have a canonical principal direction relative to XX if the projection of XX onto the tangent space of the hypersurface gives a principal direction. We give different ways for building these hypersurfaces, as well as a number of useful charac…

2011-10-10abs ↗pdf ↗

Let M be a simply connected Riemannian symmetric space, with at most one flat direction. We show that every Riemannian (or unitary) vector bundle with parallel curvature over M is an associated vector bundle of a canonical principal bundle, with the connection inherited from the principal bundle. The problem of finding…

1997-12-22abs ↗pdf ↗

Study on null hypersurfaces with constant angle in Lorentzian manifolds.

problem Understanding constant angle null hypersurfaces in Lorentzian manifolds.
method Introduced constant angle null hypersurfaces, analyzed with respect to a given ambient vector field, and provided classification results.
result Null hypersurfaces have a canonical principal direction when the vector field is closed and conformal.

Attention learns PCA on Gaussian data, proving its connection to principal component analysis.

problem Principal component analysis on Gaussian data.
method Analysis of attention mechanisms through PCA, covering finite and infinite prompt regimes.
result Attention aligns with principal eigenvectors of covariance matrices, converging to optimal solutions in the infinite-prompt limit.

We describe the structure of the Lie groups endowed with a left-invariant symplectic form, called symplectic Lie groups, in terms of semi-direct products of Lie groups, symplectic reduction and principal bundles with affine fiber. This description is particularly nice if the group is Hamiltonian, that is, if the left c…

2009-07-01abs ↗pdf ↗

Consider a complete Riemannian manifold MnM^n and let ΣnΣ^n be an orientable hypersurface of the product manifold M×RM\times\mathbb{R} endowed with its standard product metric ,.\langle \,,\, \rangle. Let ξ\nablaξ denote the gradient of the height function ξξ of Σ.Σ. In this note, we characterize the hypersurfaces ΣΣ

2019-05-28abs ↗pdf ↗

This paper develops a Hamiltonian reduction method for field theories over affine principal bundles.

problem Developing a Hamiltonian reduction theory for field theories over affine principal bundles.
method Introducing a canonical identification to describe the reduced multisymplectic space without a connection.
result Derivation of reduced Hamilton-Cartan equations and a reduced covariant bracket.

The paper introduces canonical parameters for marginally trapped surfaces in Minkowski space.

problem Determining marginally trapped surfaces in Minkowski space.
method Introducing canonical parameters and proving existence and uniqueness theorems.
result Every marginally trapped surface is determined by three smooth functions.

The study examines principal directions and curvatures of Lagrangian submanifolds.

problem Understanding the geometry of Lagrangian submanifolds.
method Recalling and analyzing the extrinsic principal tangential and normal directions, and their corresponding curvatures for Lagrangian submanifolds in complex Euclidean spaces.
result Established natural relationships between distinguished tangential and normal directions and their curvatures for Lagrangian submanifolds.

When a gauge-natural invariant variational principle is assigned, to determine {\em canonical} covariant conservation laws, the vertical part of gauge-natural lifts of infinitesimal principal automorphisms -- defining infinitesimal variations of sections of gauge-natural bundles -- must satisfy generalized Jacobi equat…

2004-06-04abs ↗pdf ↗

The study characterizes and analyzes spacelike surfaces with a canonical normal null direction in Minkowski 4-space.

problem Characterizing and analyzing spacelike surfaces with a specific null direction in Minkowski space.
method Using geometric properties, Gauss map, and a nonlinear partial differential equation, the study characterizes and analyzes these surfaces.
result Characterizations and properties of spacelike surfaces with a canonical normal null direction are obtained.

The article describes canonical metrics on holomorphic fibre bundles.

problem Existence of canonical metrics on isotrivial Kähler fibrations.
method Induced from Hermite--Einstein connections on holomorphic principal bundles.
result Existence of optimal symplectic connections when principal bundles are polystable.

In this paper, we prove that total space of every vector bundle with the base manifold on which the canonical isometric action acts freely, also carries a principal bundle structure. We also obtain another principal bundle based on the total space of given vector bundle.

2016-05-19abs ↗pdf ↗

We introduce a variant of (sparse) PCA in which the set of feasible support sets is determined by a graph. In particular, we consider the following setting: given a directed acyclic graph GG on pp vertices corresponding to variables, the non-zero entries of the extracted principal component must coincide with vertice…

2015-06-08abs ↗pdf ↗

We show that the extended principal bundle of a Cartan geometry of type (A(m,R),GL(m,R))(A(m,\mathbb{R}),GL(m,\mathbb{R})), endowed with its extended connection ω^\hatω, is isomorphic to the principal A(m,R)A(m,\mathbb{R})-bundle of affine frames endowed with the affine connection as defined in classical Kobayashi-Nomizu volume I. Then …

2019-11-20abs ↗pdf ↗

Study on discrete surfaces with constant principal curvature for nanocarbon applications.

problem Understanding discrete geometry properties of nanocarbon materials.
method Developed discrete surface theory on 3-ary oriented trees, defined discrete principal directions, constructed examples of discrete CPC surfaces.
result Construction of discrete constant principal curvature surfaces, including discrete CPC tori.

A Hopf hypersurface in a (para-)Kaehler manifold is a real hypersurface for which one of the principal directions of the second fundamental form is the (para-)complex dual of the normal vector. We consider particular Hopf hypersurfaces in the space of oriented geodesics of a non-flat space form of dimension greater tha…

2016-08-23abs ↗pdf ↗

Survey of SDR methods for high-dimensional regression and embedding.

problem Reducing dimensionality in high-dimensional data.
method Involves both statistical and machine learning approaches, covering inverse and forward regression methods.
result Supervised Kernel Dimension Reduction is equivalent to supervised PCA.

A reductive structure is associated here with Lagrangian canonically defined conserved quantities on gauge-natural bundles. Parametrized transformations defined by the gauge-natural lift of infinitesimal principal automorphisms induce a variational sequence such that the generalized Jacobi morphism is naturally self-ad…

2007-12-06abs ↗pdf ↗

Autoencoders are a deep learning model for representation learning. When trained to minimize the distance between the data and its reconstruction, linear autoencoders (LAEs) learn the subspace spanned by the top principal directions but cannot learn the principal directions themselves. In this paper, we prove that $L_2…

2019-01-23abs ↗pdf ↗

Canonical principal parameters are introduced for surfaces in R3\mathbb R^3 without umbilical points. It is proved that in these parameters the surface is determined (up to position in space) by a pair of invariants satisfying a partial differential equation equivalent to the Gauss equation. As such a pair of invariant…

2019-02-06abs ↗pdf ↗

We consider surfaces in Euclidean space parametrized on an annular domain such that the first fundamental form and the principal curvatures are rotationally invariant, and the principal curvature directions only depend on the angle of rotation (but not the radius). Such surfaces generalize the Enneper surface. We show …

2016-07-28abs ↗pdf ↗

A new PCR method using SVD with sparse regularization.

problem Lack of response variable information in traditional PCR.
method One-stage SVD approach with two loss functions and sparse regularization.
result Obtains principal component loadings with response variable information.

We show a relationship between Chern-Simons 1- and 3-forms and harmonic forms on a principal bundle. Doing so requires one to consider an adiabatic limit. For the 3-form case, assume that G is simple and the corresponding Chern-Weil 4-form is exact. Then, the Chern-Simons 3-form on the princpal bundle G-bundle, minus a…

2008-10-25abs ↗pdf ↗

A classical result attributed to Joachimsthal in 1846 states that if two surfaces intersect with constant angle along a line of curvature of one surface, then the curve of intersection is also a line of curvature of the other surface. In this note we prove a global analogue of this result, as follows. Suppose that two …

2014-04-22abs ↗pdf ↗

The study classifies hypersurfaces in quaternionic space forms with constant principal curvatures.

problem Classifying hypersurfaces in quaternionic space forms with specific curvature properties.
method Analyzing curvature-adapted real hypersurfaces in non-flat quaternionic space forms HPm\mathbb HP^m and HHm\mathbb HH^m.
result Classification of hypersurfaces including geodesic hyperspheres, tubes, and specific examples in HPm\mathbb HP^m and HHm\mathbb HH^m.

Canonical correlation analysis was proposed by Hotelling [6] and it measures linear relationship between two multidimensional variables. In high dimensional setting, the classical canonical correlation analysis breaks down. We propose a sparse canonical correlation analysis by adding l1 constraints on the canonical vec…

2017-05-30abs ↗pdf ↗

We explore the geometrical interpretation of the PCA based clustering algorithm Principal Direction Divisive Partitioning (PDDP). We give several examples where this algorithm breaks down, and suggest a new method, gap partitioning, which takes into account natural gaps in the data between clusters. Geometric features …

2012-11-17abs ↗pdf ↗

The principal group of a Klein geometry has canonical left action on the homogeneous space of the geometry and this action induces action on the spaces of sections of vector bundles over the homogeneous space. This paper is about construction of differential operators invariant with respect to the induced action of the…

2012-01-01abs ↗pdf ↗

Given a constant vector field ZZ in Minkowski space, a timelike surface is said to have a canonical null direction with respect to ZZ if the projection of ZZ on the tangent space of the surface gives a lightlike vector field. In this paper we describe these surfaces in the ruled case. For example when the Minkowski …

2017-08-23abs ↗pdf ↗

We study submanifolds whose principal curvatures, counted with multiplicities, do not depend on the normal direction. Such submanifolds, which we briefly call CPC submanifolds, are always austere, hence minimal, and have constant principal curvatures. Well-known classes of examples include totally geodesic submanifolds…

2018-05-25abs ↗pdf ↗

In this paper we introduce a notion of parallel transport for principal bundles with connections over differentiable stacks. We show that principal bundles with connections over stacks can be recovered from their parallel transport thereby extending the results of Barrett, Caetano and Picken, and Schreiber and Waldof f…

2015-09-16abs ↗pdf ↗

The paper extends Chern-Weil theory to simplicial principal bundles.

problem Calculating characteristic classes on simplicial manifolds.
method Using the classifying bundle EGoBGEG o BG to compute characteristic classes.
result First Pontryagin class on Lie matrix groups equals symplectic form up to a constant.

Study on algebraic fiber spaces and their anti-canonical divisors.

problem Understanding positivity conditions and base loci of algebraic fiber spaces.
method Algebraic and analytic methods for positivity of direct image sheaves.
result Algebraic fiber spaces with semi-ample relative anti-canonical divisor have a product structure.

We give a precise formulation of T-duality for Ramond-Ramond fields. This gives a canonical isomorphism between the "geometrically invariant" subgroups of the twisted differential K-theory of certain principal torus bundles. Our result combines topological T-duality with the Buscher rules found in physics.

2009-12-14abs ↗pdf ↗