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Approximations of functions with finite data often do not respect certain "structural" properties of the functions. For example, if a given function is non-negative, a polynomial approximation of the function is not necessarily also…

数值分析 · 数学 2020-08-20 Vidhi Zala , Robert M. Kirby , Akil Narayan

We propose a new shape-based modeling technique for applications in imaging problems. Given a collection of shape priors (a shape dictionary), we define our problem as choosing the right dictionary elements and geometrically composing them…

最优化与控制 · 数学 2015-10-08 Alireza Aghasi , Justin Romberg

Information Bottleneck (IB) is a widely used framework that enables the extraction of information related to a target random variable from a source random variable. In the objective function, IB controls the trade-off between data…

机器学习 · 计算机科学 2025-08-13 Sota Kudo , Naoaki Ono , Shigehiko Kanaya , Ming Huang

In many real world problems, optimization decisions have to be made with limited information. The decision maker may have no a priori or posteriori data about the often nonconvex objective function except from on a limited number of points…

最优化与控制 · 数学 2011-11-10 Tansu Alpcan

In many areas of applied mathematics, engineering, and social and natural sciences, decentralization of information is a key aspect determining how to approach a problem. In this review article, we study information structures in a…

最优化与控制 · 数学 2020-10-16 Naci Saldi , Serdar Yuksel

We investigate the information complexity of mixed-integer convex optimization under different types of oracles. We establish new lower bounds for the standard first-order oracle, improving upon the previous best known lower bound. This…

最优化与控制 · 数学 2023-08-23 Amitabh Basu , Hongyi Jiang , Phillip Kerger , Marco Molinaro

We describe a convex programming approach to the calculation of lower bounds on the minimum cost of constrained decentralized control problems with nonclassical information structures. The class of problems we consider entail the…

最优化与控制 · 数学 2019-06-05 Weixuan Lin , Eilyan Bitar

Compact sets in constructive mathematics capture our intuition of what computable subsets of the plane (or any other complete metric space) ought to be. A good representation of compact sets provides an efficient means of creating and…

计算机科学中的逻辑 · 计算机科学 2010-08-04 Russell O'Connor

We consider a queue with an unobservable backlog by the incoming users. There is an information designer that observes the queue backlog and makes recommendations to the users arriving at the queue whether to join or not to join the queue.…

系统与控制 · 电气工程与系统科学 2021-10-01 Nasimeh Heydaribeni , Achilleas Anastasopoulos

We study the mixed-integer epigraph of a special class of convex functions with non-convex indicator constraints, which are often used to impose logical constraints on the support of the solutions. The class of functions we consider are…

最优化与控制 · 数学 2023-09-19 Shaoning Han , Andrés Gómez

In this note we provide a full conjugacy and subdifferential calculus for convex convex-composite functions in finite-dimensional space. Our approach, based on infimal convolution and cone-convexity, is straightforward and yields the…

最优化与控制 · 数学 2019-08-22 James V. Burke , Tim Hoheisel , Quang V. Nguyen

In this paper, we show that coherent sets of gambles and coherent lower and upper previsions can be embedded into the algebraic structure of information algebra. This leads firstly, to a new perspective of the algebraic and logical…

人工智能 · 计算机科学 2021-04-28 Arianna Casanova , Juerg Kohlas , Marco Zaffalon

We study a class of spectral design problems in which a prior positive semidefinite information matrix is updated by a sum of rank-one matrices constructed from chosen design vectors subject to a bound on their Euclidean norm. The objective…

最优化与控制 · 数学 2026-05-28 Anton J. Kleywegt , Johannes Milz , Mohit Singh , Weijun Xie

Volumetric design, also called massing design, is the first and critical step in professional building design which is sequential in nature. As the volumetric design process requires careful design decisions and iterative adjustments, the…

机器学习 · 计算机科学 2025-04-10 Md Ferdous Alam , Yi Wang , Chin-Yi Cheng , Jieliang Luo

Accurately modeling and verifying the correct operation of systems interacting in dynamic environments is challenging. By leveraging parametric uncertainty within the model description, one can relax the requirement to describe exactly the…

最优化与控制 · 数学 2016-04-05 Patrick Holmes , Shreyas Kousik , Shankar Mohan , Ram Vasudevan

We consider the problem of finding an informative path through a graph, given initial and terminal nodes and a given maximum path length. We assume that a linear noise corrupted measurement is taken at each node of an underlying unknown…

机器人学 · 计算机科学 2024-10-03 Joshua Ott , Mykel J. Kochenderfer , Stephen Boyd

Multiple-view visualization (MV) is a layout design technique often employed to help users see a large number of data attributes and values in a single cohesive representation. Because of its generalizability, the MV design has been widely…

人机交互 · 计算机科学 2020-08-05 Xi Chen , Wei Zeng , Yanna Lin , Hayder Mahdi Al-maneea , Jonathan Roberts , Remco Chang

In this paper, we study the mixed-integer nonlinear set given by a separable quadratic constraint on continuous variables, where each continuous variable is controlled by an additional indicator. This set occurs pervasively in optimization…

最优化与控制 · 数学 2022-09-07 Andres Gomez , Weijun Xie

We study linear-quadratic games of incomplete information with Gaussian uncertainty, where each player's payoff depends on a privately observed type and a common state. The designer observes the state, elicits types, and sells action…

计算机科学与博弈论 · 计算机科学 2025-11-04 Alessandro Bonatti , Munther A. Dahleh , Thibaut Horel

Observations on the past provide some hints about what will happen in the future, and this can be quantified using information theory. The ``predictive information'' defined in this way has connections to measures of complexity that have…

统计力学 · 物理学 2007-05-23 William Bialek , Naftali Tishby