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We present certain techniques to find completely positive maps between matrix algebras that take prescribed values on given data. To this aim we describe a semidefinite programming approach and another convex minimization method supported…

数值分析 · 数学 2025-11-04 Calin-Grigore Ambrozie , Aurelian Gheondea

In many engineered systems, agents make decisions under incomplete information, creating opportunities for a planner to influence decentralized behavior through signaling. We study how such signaling can be designed in parallel-network,…

计算机科学与博弈论 · 计算机科学 2026-04-14 Yuwei Hu , Bryce L. Ferguson

We are studying long term sequence prediction (forecasting). We approach this by investigating criteria for choosing a compact useful state representation. The state is supposed to summarize useful information from the history. We want a…

机器学习 · 计算机科学 2012-02-10 Peter Sunehag , Marcus Hutter

Combinatorial optimization can be described as the problem of finding a feasible subset that maximizes a objective function. The paper discusses combinatorial optimization problems, where for each dimension the set of feasible subsets is…

计算复杂性 · 计算机科学 2024-11-27 Nimrod Megiddo

Standard random projection techniques typically operate as a black box, mapping high-dimensional structures directly to a lower-dimensional space where the target dimension must be specified a \textit{priori}. To address scenarios where the…

信号处理 · 电气工程与系统科学 2026-05-19 Nazanin Mirhosseini

We characterize inclusions of compact noncommutative convex sets with the property that every continuous affine function on the smaller set can be extended to a continuous affine function on the larger set with a uniform bound. As an…

算子代数 · 数学 2025-08-06 Adam Humeniuk , Matthew Kennedy , Nicholas Manor

We consider the convex quadratic optimization problem with indicator variables and arbitrary constraints on the indicators. We show that a convex hull description of the associated mixed-integer set in an extended space with a quadratic…

最优化与控制 · 数学 2022-11-29 Linchuan Wei , Alper Atamtürk , Andrés Gómez , Simge Küçükyavuz

Convex support, the mean values of a set of random variables, is central in information theory and statistics. Equally central in quantum information theory are mean values of a set of observables in a finite-dimensional C*-algebra A, which…

数学物理 · 物理学 2016-05-17 Stephan Weis

An algorithm which computes a solution of a set optimization problem is provided. The graph of the objective map is assumed to be given by finitely many linear inequalities. A solution is understood to be a set of points in the domain…

最优化与控制 · 数学 2014-05-29 Andreas Löhne , Carola Schrage

A function is exponentially concave if its exponential is concave. We consider exponentially concave functions on the unit simplex. In a previous paper we showed that gradient maps of exponentially concave functions provide solutions to a…

概率论 · 数学 2017-06-01 Soumik Pal , Ting-Kam Leonard Wong

We study robust convex quadratic programs where the uncertain problem parameters can contain both continuous and integer components. Under the natural boundedness assumption on the uncertainty set, we show that the generic problems are…

最优化与控制 · 数学 2018-12-19 Areesh Mittal , Can Gokalp , Grani A. Hanasusanto

We propose finitely convergent methods for solving convex feasibility problems defined over a possibly infinite pool of constraints. Following other works in this area, we assume that the interior of the solution set is nonempty and that…

最优化与控制 · 数学 2020-09-22 Victor I. Kolobov , Simeon Reich , Rafał Zalas

We develop an algorithmic theory of convex optimization over discrete sets. Using a combination of algebraic and geometric tools we are able to provide polynomial time algorithms for solving broad classes of convex combinatorial…

最优化与控制 · 数学 2009-01-24 Shmuel Onn

Many safety-critical systems must achieve high-level task specifications with guaranteed safety and correctness. Much recent progress towards this goal has been made through controller synthesis from signal temporal logic (STL)…

机器人学 · 计算机科学 2018-10-23 Rafael Rodrigues da Silva , Hai Lin

Optimization problems involving minimization of a rank-one convex function over constraints modeling restrictions on the support of the decision variables emerge in various machine learning applications. These problems are often modeled…

最优化与控制 · 数学 2023-11-29 Soroosh Shafiee , Fatma Kılınç-Karzan

Complex projective t-designs, particularly SICs and full sets of MUBs, play an important role in quantum information. We introduce a generalization which we call conical t-designs. They include arbitrary rank symmetric informationally…

量子物理 · 物理学 2016-09-07 Matthew A. Graydon , D. M. Appleby

The use of high-dimensional features has become a normal practice in many computer vision applications. The large dimension of these features is a limiting factor upon the number of data points which may be effectively stored and processed,…

计算机视觉与模式识别 · 计算机科学 2015-06-18 Sakrapee Paisitkriangkrai , Chunhua Shen , Anton van den Hengel

The $\mathcal{VU}$-algorithm is a superlinearly convergent method for minimizing nonsmooth, convex functions. At each iteration, the algorithm works with a certain $\mathcal{V}$-space and its orthogonal $\U$-space, such that the…

最优化与控制 · 数学 2019-03-28 Warren Hare , Chayne Planiden , Claudia Sagastizábal

This note considers the maximal positively invariant set for polynomial discrete time dynamics subject to constraints specified by a basic semialgebraic set. The note utilizes a relatively direct, but apparently overlooked, fact stating…

动力系统 · 数学 2017-12-05 Saša V. Raković , Mario E. Villanueva

In information theory, some optimization problems result in convex optimization problems on strictly convex functionals of probability densities. In this note, we study these problems and show conditions of minimizers and the uniqueness of…

信息论 · 计算机科学 2020-03-17 Tomohiro Nishiyama