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48 results for rectifiable measure

Neural networks can approximate rectifiable measures with small error.

problem Approximating complex rectifiable measures using neural networks.
method Using ReLU neural networks to approximate (countably) m-rectifiable measures as push-forwards of the Lebesgue measure.
result The approximation error in terms of Wasserstein distance can be made arbitrarily small.

Study local minimizers of Ginzburg-Landau functionals in high dimensions, showing energy measures converge to rectifiable measures.

problem Investigating minimizers of Ginzburg-Landau functionals in high dimensions with energy bounds.
method Analyzing minimizers with logarithmic energy bounds and considering the vacuum manifold's homotopy classes.
result Normalized energy measures converge to an (n2)(n-2)-rectifiable measure associated with a stationary varifold.

This paper studies rectifiability in Carnot groups and proves geometric area formulas.

problem The study of rectifiability in Carnot groups and related geometric properties.
method Analysis of rectifiable measures in Carnot groups, geometric area formulas, and rectifiability of geodesic spheres.
result Geometric area formula for the centered Hausdorff measure restricted to intrinsically differentiable graphs in Carnot groups.

Proves rectifiability for specific metric spaces with unique tangents.

problem Rectifiability of CD(K,N)\mathsf{CD}(K,N) and MCP(K,N)\mathsf{MCP}(K,N) spaces with unique tangents.
method Failure of CD\mathsf{CD} condition in sub-Finsler Carnot groups, new result on MCP\mathsf{MCP} spaces, recent breakthrough by Bate.
result Proves rectifiability for CD(K,N)\mathsf{CD}(K,N) and MCP(K,N)\mathsf{MCP}(K,N) spaces under specific conditions.

We study generalizations of Reifenberg's Theorem for measures in Rn\mathbb R^n under assumptions on the Jones' ββ-numbers, which appropriately measure how close the support is to being contained in a subspace. Our main results, which holds for general measures without density assumptions, give effective measure bounds…

2016-12-23abs ↗pdf ↗

We extend rectified flow to infinite-dimensional Hilbert space.

problem Extending rectified flow to infinite-dimensional spaces.
method Established a rigorous functional formulation using the superposition principle for continuity equations.
result Demonstrated superior performance compared to existing models.

The paper examines convergence of currents and forms under smooth diffeomorphisms.

problem Analyzing convergence of currents and forms under C0C^0-limits of diffeomorphisms.
method Geometric analysis, measure theory, homotopy theory.
result Pushforwards of rectifiable currents converge in the flat norm.

These series of notes serve as an introduction to some of both the classical and modern techniques in Reifenberg theory. At its heart, Reifenberg theory is about studying general sets or measures which can be, in one sense or another, approximated on all scales by well behaved spaces, typically just Euclidean space its…

2018-12-18abs ↗pdf ↗

The abstract proves the existence and regularity of Brakke flows starting from a given set.

problem Existence and regularity of Brakke flows starting from a given set.
method Proves the existence and regularity of Brakke flows using a closed countably 1-rectifiable set in R^2.
result For almost all time, the flow locally consists of a finite number of embedded curves of class W^{2,2} whose endpoints meet at junctions with angles of 0, 60, or 120 degrees.

We introduce a notion of rectifiability modeled on Carnot groups. Precisely, we say that a subset E of a Carnot group M and N is a subgroup of M, we say E is N-rectifiable if it is the Lipschitz image of a positive measure subset of N. First, we discuss the implications of N-rectifiability, where N is a Carnot group (n…

2000-04-11abs ↗pdf ↗

Study the singular limit of a boundary reaction equation, showing energy concentration and varifold support.

problem Analyzing the singular limit of a boundary reaction equation.
method Investigates the critical points of the boundary reaction equation \((-Δ)^{\frac{1}{2}}u = \frac{1}{\varepsilon}(u-u^3)\) in \(U \subset \mathbb{R}^n\).
result Shows existence of an (n1)(n-1)-rectifiable energy concentration set and associates limit energy measures to a stationary varifold.

We show that if MM is a sub-Riemannian manifold and NN is a Carnot group such that the nilpotentization of MM at almost every point is isomorphic to NN, then there are subsets of NN of positive measure that embed into MM by bilipschitz maps. Furthermore, MM is countably NN--rectifiable, i.e., all of MM except …

2019-01-31abs ↗pdf ↗

We prove that a metric measure space (X,d,m)(X,d,m) satisfying finite dimensional lower Ricci curvature bounds and whose Sobolev space W1,2W^{1,2} is Hilbert is rectifiable. That is, a RCD(K,N)RCD^*(K,N)-space is rectifiable, and in particular for mm-a.e. point the tangent cone is unique and euclidean of dimension at most NN. The…

2014-05-09abs ↗pdf ↗

In this paper we study the regularity of stationary and minimizing harmonic maps f:B2(p)MNf:B_2(p)\subseteq M\to N between Riemannian manifolds. If $S^k(f)\equiv\{x\in M: \text{ no tangent map at $x$ is }k+1\text{-symmetric}\}$ is kthk^{th}-stratum of the singular set of ff, then it is well known that dimSkk\dim S^k\leq k, howeve…

2015-04-08abs ↗pdf ↗

A space curve in a Euclidean 3-space E3\mathbb E^3 is called a rectifying curve if its position vector field always lies in its rectifying plane. This notion of rectifying curves was introduced by the author in [Amer. Math. Monthly {\bf 110} (2003), no. 2, 147-152]. In this present article, we introduce and study the n…

2016-07-28abs ↗pdf ↗

Graphs with bounded anisotropic mean curvature are regular almost everywhere.

problem Understanding the regularity of graphs with anisotropic mean curvature.
method Proving regularity for mm-dimensional Lipschitz graphs with anisotropic mean curvature bounded in LpL^p.
result Graphs with bounded anisotropic mean curvature are regular almost everywhere.

A new acquisition function RMES improves Bayesian optimization performance.

problem Improper evaluation of mutual information in MES leads to suboptimal performance.
method Developed rectified MES (RMES) and used stochastic gradient ascent with reparameterization.
result RMES shows consistent improvement over MES in benchmarks and real-world problems.

We give a "soft" proof of Alberti's Luzin-type theorem in [1] (G. Alberti, A Lusintype theorem for gradients, J. Funct. Anal. 100 (1991)), using elementary geometric measure theory and topology. Applications to the C2C^2-rectifiability problem are also discussed.

2019-10-06abs ↗pdf ↗

Harmonic maps to Euclidean buildings have rectifiable singular strata.

problem Understanding the structure of singular points for harmonic maps.
method Defining singular strata and proving rectifiability using the rectifiable Reifenberg program.
result Rectifiability of singular strata for harmonic maps into FF-connected complexes.

We introduce an invariant linked to some foundational questions in geometric measure theory and provide bounds on this invariant by decomposing an arbitrary cycle into uniformly rectifiable pieces. Our invariant measures the difficulty of cutting a nonorientable closed manifold or mod-2 cycle in Rn\mathbb{R}^n into ori…

2013-12-03abs ↗pdf ↗

We prove (without using Federer's structure theorem) that a finite-mass flat chain over any coefficient group is rectifiable if and only if almost all of its 0-dimensional slices are rectifiable. This implies that every flat chain of finite mass and finite size is rectifiable. It also leads to a simple necessary and su…

1999-07-01abs ↗pdf ↗

Mondino and Naber recently proved that finite dimensional RCD\sf RCD spaces are rectifiable. Here we show that the push-forward of the reference measure under the charts built by them is absolutely continuous with respect to the Lebesgue measure. This result, read in conjunction with another recent work of us, has relev…

2016-07-18abs ↗pdf ↗

New methods for solving hydrodynamic-type equations using quasi-rectifiable Lie algebras.

problem Solving systems of hydrodynamic-type equations.
method Introducing and analyzing quasi-rectifiable Lie algebras and vector fields.
result New methods for solving hydrodynamic-type equations.

The paper generalizes rectifying and normal curves in Lorentzian n-space.

problem Characterizing and classifying gg-rectifying and gg-normal curves in Lorentzian n-space.
method Introducing a gg-position vector field and defining gg-rectifying and gg-normal curves based on this field.
result Comprehensive characterization and classification of gg-rectifying and gg-normal curves.

In this paper we investigate the performance of different types of rectified activation functions in convolutional neural network: standard rectified linear unit (ReLU), leaky rectified linear unit (Leaky ReLU), parametric rectified linear unit (PReLU) and a new randomized leaky rectified linear units (RReLU). We evalu…

2015-05-05abs ↗pdf ↗

We show that C^1 hypersurfaces in the Heisenberg group are countably N-rectifiable. As a corollary, this shows that all C^1_H graphs over the xy-plane are countable N-rectifiable, showing the equivalence of this notion of rectifiability with that of Franchi, Serra Cassano and Serapioni for such surfaces.

2004-07-13abs ↗pdf ↗

A new method to measure neural network expressiveness using tighter upper bounds.

problem Measuring the expressiveness of deep neural networks (DNNs).
method Proposes a new tighter upper bound for the number of linear regions in rectifier networks, using matrix computation.
result The proposed upper bound is tighter than existing ones and explains the performance improvements of skip connections and residual structures.

The aim of this article is to study effective Reifenberg theorems for measures in a Hilbert or Banach space. For Hilbert spaces, we see all the results from Rn\mathbb{R}^n continue to hold with no additional restrictions. For a general Banach spaces we will see that the classical Reifenberg theorem holds, and that a we…

2018-06-04abs ↗pdf ↗