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Exploiting higher-order derivatives in convex optimization is known at least since 1970's. In each iteration higher-order (also called tensor) methods minimize a regularized Taylor expansion of the objective function, which leads to faster…

最优化与控制 · 数学 2024-03-13 Dmitry Kamzolov , Alexander Gasnikov , Pavel Dvurechensky , Artem Agafonov , Martin Takáč

A leading twist expansion in terms of bi-local operators is proposed for the structure functions of deeply inelastic scattering near the elastic limit $x \to 1$, which is also applicable to a range of other processes. Operators of…

高能物理 - 唯象学 · 物理学 2014-11-17 R. Akhoury , M. G. Sotiropoulos , G. Sterman

This paper considers the minimization problem of relaxed submodular functions. For a positive integer $k$, a set function is called $k$-distant submodular if the submodular inequality holds for every pair whose symmetric difference is at…

组合数学 · 数学 2025-02-06 Ryuhei Mizutani

We establish a lower bound for the complexity of multiplying two skew polynomials. The lower bound coincides with the upper bound conjectured by Caruso and Borgne in 2017, up to a log factor. We present algorithms for three special cases,…

计算复杂性 · 计算机科学 2024-02-07 Qiyuan Chen , Ke Ye

This paper studies simple bilevel problems, where a convex upper-level function is minimized over the optimal solutions of a convex lower-level problem. We first show the fundamental difficulty of simple bilevel problems, that the…

最优化与控制 · 数学 2025-01-28 Huaqing Zhang , Lesi Chen , Jing Xu , Jingzhao Zhang

This paper presents a unified approach for maximizing continuous DR-submodular functions that encompasses a range of settings and oracle access types. Our approach includes a Frank-Wolfe type offline algorithm for both monotone and…

机器学习 · 计算机科学 2024-01-15 Mohammad Pedramfar , Christopher John Quinn , Vaneet Aggarwal

We extend the work of Narasimhan and Bilmes [30] for minimizing set functions representable as a difference between submodular functions. Similar to [30], our new algorithms are guaranteed to monotonically reduce the objective function at…

数据结构与算法 · 计算机科学 2013-08-27 Rishabh Iyer , Jeff Bilmes

We prove that, any problem of minimization of proper lower semicontinuous function defined on a normal Hausdorff space, is canonically equivalent to a problem of minimization of a proper weak * lower semicontinuous convex function defined…

泛函分析 · 数学 2017-05-24 Mohammed Bachir

By some SL(2, Z) modular forms introduced in [11] and [4] , we get some interesting anomaly cancellation formulas. As corollaries, we get some divisibility results of index of twisted Dirac operators.

微分几何 · 数学 2023-12-18 Yong Wang , Jianyun Guan

We begin with an improvement to an extension result for subharmonic functions of Blanchet et al. With the aid of this improvement we then give extension results for subharmonic functions, for separately subharmonic functions, for harmonic…

偏微分方程分析 · 数学 2019-07-22 Juhani Riihentaus

A key problem in statistics and machine learning is the determination of network structure from data. We consider the case where the structure of the graph to be reconstructed is known to be scale-free. We show that in such cases it is…

机器学习 · 计算机科学 2014-07-11 Aaron J. Defazio , Tiberio S. Caetano

Dual pseudo splines constitute a new class of refinable functions with B-splines as special examples, which was introduced in \cite{DHSS}. In this paper, we shall construct Riesz wavelet associated with dual pseudo splines. Furthermore, we…

泛函分析 · 数学 2015-05-19 Yi Shen , Song Li

We initiate the study of property testing of submodularity on the boolean hypercube. Submodular functions come up in a variety of applications in combinatorial optimization. For a vast range of algorithms, the existence of an oracle to a…

数据结构与算法 · 计算机科学 2010-08-05 C. Seshadhri , Jan Vondrak

We consider the minimization problem of a sum of a number of functions having Lipshitz $p$-th order derivatives with different Lipschitz constants. In this case, to accelerate optimization, we propose a general framework allowing to obtain…

最优化与控制 · 数学 2020-02-05 Dmitry Kamzolov , Alexander Gasnikov , Pavel Dvurechensky

Recently classes of conic and discrete conic functions were introduced. In this paper we use the term convic instead conic. The class of convic functions properly includes the classes of convex functions, strictly quasiconvex functions and…

最优化与控制 · 数学 2020-11-03 S. I. Veselov , D. V. Gribanov , N. Yu. Zolotykh , A. Yu. Chirkov

We construct two bounded functional calculi for sectorial operators on Banach spaces, which enhance the functional calculus for analytic Besov functions, by extending the class of functions, generalizing and sharpening estimates, and…

泛函分析 · 数学 2021-08-03 Charles Batty , Alexander Gomilko , Yuri Tomilov

The Lovasz extension of a pseudo-Boolean function $f : \{0,1\}^n \to R$ is defined on each simplex of the standard triangulation of $[0,1]^n$ as the unique affine function $\hat f : [0,1]^n \to R$ that interpolates $f$ at the $n+1$ vertices…

组合数学 · 数学 2010-11-19 Jean-Luc Marichal , Pierre Mathonet

We study the Minimum Submodular-Cost Allocation problem (MSCA). In this problem we are given a finite ground set $V$ and $k$ non-negative submodular set functions $f_1 ,..., f_k$ on $V$. The objective is to partition $V$ into $k$ (possibly…

数据结构与算法 · 计算机科学 2011-05-12 Chandra Chekuri , Alina Ene

We present two new classes of orthogonal functions, log orthogonal functions (LOFs) and generalized log orthogonal functions (GLOFs), which are constructed by applying a $\log$ mapping to Laguerre polynomials. We develop basic approximation…

数值分析 · 数学 2020-03-04 Sheng Chen , Jie Shen

New proofs of the Hadwiger theorem for smooth and for continuous valuations on convex functions are obtained, and the Klain-Schneider theorem on convex functions is established. In addition, an extension theorem for valuations defined on…

泛函分析 · 数学 2023-01-02 Andrea Colesanti , Monika Ludwig , Fabian Mussnig