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Representation theorems relate seemingly complex objects to concrete, more tractable ones. In this paper, we take advantage of the abstraction power of category theory and provide a general representation theorem for a wide class of…

编程语言 · 计算机科学 2015-02-05 Mauro Jaskelioff , Russell O'Connor

A connected homogeneous space X=G/K is called commutative if G is a connected Lie group, $K$ is a compact subgroup and the B*-algebra L^1(X)^K of K-invariant integrable function on X is commutative. In this article we introduce the space…

泛函分析 · 数学 2011-07-25 Jens Gerlach Christensen , Gestur Olafsson

Self-concordance is the most important property required for barriers in convex programming. It is intrinsically linked to the affine structure of the underlying space. Here we introduce an alternative notion of self-concordance which is…

最优化与控制 · 数学 2021-03-16 Roland Hildebrand

Represented spaces form the general setting for the study of computability derived from Turing machines. As such, they are the basic entities for endeavors such as computable analysis or computable measure theory. The theory of represented…

逻辑 · 数学 2015-03-04 Arno Pauly

We show that a constant number of self-attention layers can efficiently simulate, and be simulated by, a constant number of communication rounds of Massively Parallel Computation. As a consequence, we show that logarithmic depth is…

机器学习 · 计算机科学 2024-02-15 Clayton Sanford , Daniel Hsu , Matus Telgarsky

We consider the problem of recovering a compactly-supported function from a finite collection of pointwise samples of its Fourier transform taking nonuniformly. First, we show that under suitable conditions on the sampling frequencies -…

数值分析 · 数学 2014-04-08 Ben Adcock , Milana Gataric , Anders C. Hansen

We describe an inductive machinery to prove various properties of representations of a category equipped with a generic shift functor. Specifically, we show that if a property (P) of representations of the category behaves well under the…

表示论 · 数学 2017-04-25 Wee Liang Gan , Liping Li

We extend the framework of variational autoencoders to represent transformations explicitly in the latent space. In the family of hierarchical graphical models that emerges, the latent space is populated by higher order objects that are…

机器学习 · 计算机科学 2020-04-24 Giorgio Giannone , Saeed Saremi , Jonathan Masci , Christian Osendorfer

In this article, we construct operator models for meromorphic functions of bounded type on Krein spaces. This construction is based on certain reproducing kernel Hilbert spaces which are closely related to model spaces. Specifically, we…

泛函分析 · 数学 2024-11-28 Christian Emmel

We study the category of matrix factorizations associated to the germ of an isolated hypersurface singularity. This category is shown to admit a compact generator which is given by the stabilization of the residue field. We deduce a…

代数几何 · 数学 2019-12-19 Tobias Dyckerhoff

For the analysis of molecular processes, the estimation of time-scales, i.e., transition rates, is very important. Estimating the transition rates between molecular conformations is -- from a mathematical point of view -- an invariant…

计算物理 · 物理学 2020-11-26 Luca Donati , Martin Heida , Bettina G. Keller , Marcus Weber

In this paper we provide a finite-sample and an infinite-sample representer theorem for the concatenation of (linear combinations of) kernel functions of reproducing kernel Hilbert spaces. These results serve as mathematical foundation for…

机器学习 · 计算机科学 2018-06-08 Bastian Bohn , Michael Griebel , Christian Rieger

We consider the analytic continuation of the transfer function for a 2x2 matrix Hamiltonian into the unphysical sheets of the energy Riemann surface. We construct a family of non-selfadjoint operators which reproduce certain parts of the…

谱理论 · 数学 2009-10-31 R. Mennicken , A. K. Motovilov

We present a description of the function space and the smoothness class associated with a convolutional network using the machinery of reproducing kernel Hilbert spaces. We show that the mapping associated with a convolutional network…

机器学习 · 统计学 2020-11-17 Meyer Scetbon , Zaid Harchaoui

We deal with countable alphabet locally compact random subshifts of finite type (the latter merely meaning that the symbol space is generated by an incidence matrix) under the absence of Big Images Property and under the absence of uniform…

动力系统 · 数学 2015-09-02 Volker Mayer , Mariusz Urbanski

In this work, we consider "finite bandwidth" reproducing kernel Hilbert spaces which have orthonormal bases of the form $f_n(z)=z^n \prod_{j=1}^J \left( 1 - a_{n}w_j z \right)$, where $w_1 ,w_2, \ldots w_J $ are distinct points on the…

泛函分析 · 数学 2023-10-18 Gregory T. Adams , Nathan A. Wagner

We construct a free fermion and matrix model representation of refined BPS generating functions of D2 and D0 branes bound to a single D6 brane, in a class of toric manifolds without compact four-cycles. In appropriate limit we obtain a…

高能物理 - 理论 · 物理学 2011-08-26 Piotr Sułkowski

Simplicial presheaves on cartesian spaces provide a general notion of smooth spaces. There is a corresponding smooth version of the singular complex functor, which maps smooth spaces to simplicial sets. We consider the localisation of the…

代数拓扑 · 数学 2022-11-16 Severin Bunk

Kernels are often developed and used as implicit mapping functions that show impressive predictive power due to their high-dimensional feature space representations. In this study, we gradually construct a series of simple feature maps that…

机器学习 · 计算机科学 2020-07-20 Gurhan Ceylan , S. Ilker Birbil

We use operator algebras and operator theory to obtain new result concerning Berezin quantization of compact K\"ahler manifolds. Our main tool is the notion of subproduct systems of finite-dimensional Hilbert spaces, which enables all…

算子代数 · 数学 2018-02-06 Andreas Andersson