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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.

168,695 papers · 148 categories

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48 results for hyperplane rounding

A new reinforcement learning method improves Max-Cut solutions without needing training data.

problem Max-Cut problem is NP-hard, and existing methods struggle with generalizability and scalability.
method Training-data-free reinforcement learning approach to hyperplane rounding for Max-Cut optimization.
result Our method consistently achieves better Max-Cut solutions across various graph types.

In this note we study the higher dimensional convex billiards satisfying the so-called Gutkin property. A convex hypersurface SS satisfies this property if any chord [p,q][p,q] which forms angle δδ with the tangent hyperplane at pp has the same angle δδ with the tangent hyperplane at qq. Our main result is that the o…

2018-07-20abs ↗pdf ↗

The study pinches the rigidity of self-shrinking surfaces in mean curvature flow.

problem Rigidity of self-shrinking hypersurfaces in mean curvature flow.
method Spectral upper-pinching theorem and weighted Poincaré estimate.
result Self-shrinking hypersurfaces are restricted to specific forms under certain conditions.

We list all analytic diffeomorphisms between an open subset of the 4-dimensional projective space and an open subset of the 4-dimensional sphere that take all line segments to arcs of round circles. These are the following: restrictions of the quaternionic Hopf fibrations and projections from a hyperplane to a sphere f…

2003-09-03abs ↗pdf ↗

The entropy of a hypersurface is given by the supremum over all F-functionals with varying centers and scales, and is invariant under rigid motions and dilations. As a consequence of Huisken's monotonicity formula, entropy is non-increasing under mean curvature flow. We show here that a compact mean convex hypersurface…

2014-09-05abs ↗pdf ↗

Study of CR twistor model Q2,2Q^{2,2} and its sections.

problem Classify and describe projective lines and hyperplane sections of the CR twistor model.
method Explicit projective methods, classification of lines and sections, use of involution jj.
result Complete relative classification of smooth quadric sections and explicit non-spherical CR structures.

We study λλ-hypersurfaces that are critical points of a Gaussian weighted area functional Σex24dA\int_Σ e^{-\frac{|x|^2}{4}}dA for compact variations that preserve weighted volume. First, we prove various gap and rigidity theorems for complete λλ-hypersurfaces in terms of the norm of the second fundamental form A|A|. Sec…

2014-05-19abs ↗pdf ↗

In this paper we present a new family of non-compact properly embedded, self-shrinking, asymptotically conical, positive mean curvature ends ΣnRn+1Σ^n\subseteq\mathbb{R}^{n+1} that are hypersurfaces of revolution with circular boundaries. These hypersurface families interpolate between the plane and half-cylinder in $\math…

2010-08-10abs ↗pdf ↗

Segre varieties' hyperplane sections are unstable under certain conditions.

problem Stability of hyperplane sections of Segre varieties under different conditions.
method Proving instability with respect to any polarization for non-smooth or meqnm eq n cases.
result Normal hyperplane sections of Segre varieties are K-unstable under specified conditions.

We extend the theoretical analysis of a recently proposed single subspace learning algorithm, called Dual Principal Component Pursuit (DPCP), to the case where the data are drawn from of a union of hyperplanes. To gain insight into the properties of the 1\ell_1 non-convex problem associated with DPCP, we develop a geo…

2017-06-06abs ↗pdf ↗

The Lefschetz hyperplane section theorem asserts that an affine variety is homotopy equivalent to a space obtained from its generic hyperplane section by attaching some cells. The purpose of this paper is to describe attaching maps of these cells for the complement of a complex hyperplane arrangement defined over real …

2005-07-15abs ↗pdf ↗

We define several homology theories for central hyperplane arrangements, categorifying well-known polynomial invariants including the characteristic polynomial, Poincare polynomial, and Tutte polynomial. We consider basic algebraic properties of such chain complexes, including long-exact sequences associated to deletio…

2012-05-12abs ↗pdf ↗

We show some characterizations of hyperspheres in the (n+1)(n+1)-dimensional Euclidean space En+1{\Bbb E}^{n+1} with intrinsic and extrinsic properties such as the nn-dimensional area of the sections cut off by hyperplanes, the (n+1)(n+1)-dimensional volume of regions between parallel hyperplanes, and the nn-dimensional surf…

2012-08-27abs ↗pdf ↗

In this paper we show that an immersed nontrivial translating soliton for mean curvature flow in Rn+1\mathbb{R}^{n+1}(n=2,3)n=2,3) is a grim hyperplane if and only if it is mean convex and has weighted total extrinsic curvature of at most quadratic growth. For an embedded translating soliton ΣΣ with nonnegative scalar curva…

2016-09-28abs ↗pdf ↗

Study of first homology group of Milnor fiber boundary for generic hyperplane arrangements in C^3.

problem Computing the first homology group of the Milnor fiber boundary for generic hyperplane arrangements.
method Analyzing the Milnor fiber boundary for hyperplane arrangements in C^3.
result Affirmative answer to the conjecture of Suciu and example of arrangements with non-trivial torsion.

Study hyperplanes in abelian groups and their signatures for manifold identification.

problem Identifying manifolds based on their homology groups and coordinate hyperplanes.
method Investigates isomorphisms preserving coordinate hyperplanes in products of cyclic groups.
result Recovering coordinate hyperplanes from their union and applying to manifold identification.

Considering the classification problem, we summarize the nonparallel support vector machines with the nonparallel hyperplanes to two types of frameworks. The first type constructs the hyperplanes separately. It solves a series of small optimization problems to obtain a series of hyperplanes, but is hard to measure the …

2019-10-22abs ↗pdf ↗

We consider a twisted version of the Hurewicz map on the complement of a hyperplane arrangement. The purpose of this paper is to prove surjectivity of the twisted Hurewicz map under some genericity conditions. As a corollary, we also prove that a generic section of the complement of a hyperplane arrangement has non-tri…

2006-05-24abs ↗pdf ↗

The Sample Compression Conjecture of Littlestone & Warmuth has remained unsolved for over two decades. This paper presents a systematic geometric investigation of the compression of finite maximum concept classes. Simple arrangements of hyperplanes in Hyperbolic space, and Piecewise-Linear hyperplane arrangements, are …

2009-11-18abs ↗pdf ↗

In hyperbolic space, the angle of intersection and distance classify pairs of totally geodesic hyperplanes. A similar algebraic invariant classifies pairs of hyperplanes in the Einstein universe. In dimension 3, symplectic splittings of a 4-dimensional real symplectic vector space model Einstein hyperplanes and the inv…

2017-02-27abs ↗pdf ↗

The paper proves a margin inequality for separating hyperplanes, useful for analyzing algorithmic bias.

problem Analyzing the implicit bias of algorithms in machine learning.
method Proves a nonsmooth Kurdyka-Lojasiewicz inequality for margin function.
result The bias of algorithm iterates converges at least as fast as the square-root of the margin convergence rate.

Associating distinct groups of objects (clusters) with contiguous regions of high probability density (high-density clusters), is central to many statistical and machine learning approaches to the classification of unlabelled data. We propose a novel hyperplane classifier for clustering and semi-supervised classificati…

2015-07-15abs ↗pdf ↗

Hyperplane hashing aims at rapidly searching nearest points to a hyperplane, and has shown practical impact in scaling up active learning with SVMs. Unfortunately, the existing randomized methods need long hash codes to achieve reasonable search accuracy and thus suffer from reduced search speed and large memory overhe…

2012-06-18abs ↗pdf ↗

We use Morse theory to prove that the Lefschetz Hyperplane Theorem holds for compact smooth Deligne-Mumford stacks over the site of complex manifolds. For ZXZ \subset X a hyperplane section, XX can be obtained from ZZ by a sequence of deformation retracts and attachments of high-dimensional finite disc quotients. We …

2010-08-04abs ↗pdf ↗

Locality-sensitive hashing converts high-dimensional feature vectors, such as image and speech, into bit arrays and allows high-speed similarity calculation with the Hamming distance. There is a hashing scheme that maps feature vectors to bit arrays depending on the signs of the inner products between feature vectors a…

2012-12-26abs ↗pdf ↗

Paper proves a Cohen-Dimca-Orlik type theorem for Z-local systems of hyperplane arrangements.

problem Proving a Cohen-Dimca-Orlik type theorem for Z\mathbb{Z}-local systems.
method Analyzing local system cohomology groups of hyperplane arrangements complements.
result Proves a Cohen-Dimca-Orlik type theorem for Z\mathbb{Z}-local systems.

We study torsion properties of the twisted Alexander modules of the affine complement MM of a complex essential hyperplane arrangement, as well as those of punctured stratified tubular neighborhoods of complex essential hyperplane arrangements. We investigate divisibility properties between the twisted Alexander polyn…

2017-10-18abs ↗pdf ↗

Bordifications of hyperplane arrangements yield complexes with homotopy type of wedges of spheres.

problem Understanding the structure of hyperplane arrangements and their complements.
method Bordification of hyperplane arrangements and analysis of their universal covers.
result The complex C\mathcal{C} has the homotopy type of a wedge of spheres.

The complement of an arrangement A of a finite number of affine hyperplanes in complex n-space has the structure of a poset of spaces indexed by the intersection poset, L(A). The space corresponding to G in L(A) is homotopy equivalent to the complement of the hyperplanes in the central arrangement A_G normal to G. This…

2015-02-12abs ↗pdf ↗

New method constructs asymptotic convex hypersurfaces via equidistant hyperplanes.

problem Constructing asymptotic convex hypersurfaces in hyperbolic space.
method Approximating hypersurface by geodesic graphs over equidistant hyperplanes.
result Existence of complete, strictly locally convex hypersurfaces with prescribed asymptotic boundary.

Proves non-positivity of Hirzebruch form on stable weights and connects to flat logarithmic connections.

problem Non-positivity of Hirzebruch form on stable weights
method Kempf--Ness and frame-potential inequality
result Zero locus of Hirzebruch form on stable weights corresponds to flat logarithmic connections