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相关论文: Chasing Nested Convex Bodies Nearly Optimally

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Friedman and Linial introduced the convex body chasing problem to explore the interplay between geometry and competitive ratio in metrical task systems. In convex body chasing, at each time step $t \in \mathbb{N}$, the online algorithm…

数据结构与算法 · 计算机科学 2018-11-16 C. J. Argue , Sébastien Bubeck , Michael B. Cohen , Anupam Gupta , Yin Tat Lee

In the chasing convex bodies problem, an online player receives a request sequence of $N$ convex sets $K_1,\dots, K_N$ contained in a normed space $\mathbb R^d$. The player starts at $x_0\in \mathbb R^d$, and after observing each $K_n$…

数据结构与算法 · 计算机科学 2021-11-25 Mark Sellke

In the Convex Body Chasing problem, we are given an initial point $v_0$ in $R^d$ and an online sequence of $n$ convex bodies $F_1, ..., F_n$. When we receive $F_i$, we are required to move inside $F_i$. Our goal is to minimize the total…

数据结构与算法 · 计算机科学 2017-07-19 Nikhil Bansal , Martin Böhm , Marek Eliáš , Grigorios Koumoutsos , Seeun William Umboh

The current best algorithms for convex body chasing problem in online algorithms use the notion of the Steiner point of a convex set. In particular, the algorithm which always moves to the Steiner point of the request set is $O(d)$…

数据结构与算法 · 计算机科学 2022-02-09 C. J. Argue , Anupam Gupta , Marco Molinaro

We study the problem of chasing convex bodies online: given a sequence of convex bodies $K_t\subseteq \mathbb{R}^d$ the algorithm must respond with points $x_t\in K_t$ in an online fashion (i.e., $x_t$ is chosen before $K_{t+1}$ is…

数据结构与算法 · 计算机科学 2020-01-08 C. J. Argue , Anupam Gupta , Guru Guruganesh , Ziye Tang

In this work, we extend the convex bodies chasing problem (CBC) to an adversarial setting, where an agent (the Player) is tasked with chasing a sequence of convex bodies generated adversarially by another agent (the Opponent). The Player…

系统与控制 · 电气工程与系统科学 2023-03-20 Yue Guan , Longxu Pan , Daigo Shishika , Panagiotis Tsiotras

We study the problem of chasing positive bodies in $\ell_1$: given a sequence of bodies $K_{t}=\{x^{t}\in\mathbb{R}_{+}^{n}\mid C^{t}x^{t}\geq 1,P^{t}x^{t}\leq 1\}$ revealed online, where $C^{t}$ and $P^{t}$ are nonnegative matrices, the…

数据结构与算法 · 计算机科学 2024-05-08 Sayan Bhattacharya , Niv Buchbinder , Roie Levin , Thatchaphol Saranurak

We study online competitive algorithms for the \emph{line chasing problem} in Euclidean spaces $\reals^d$, where the input consists of an initial point $P_0$ and a sequence of lines $X_1,X_2,...,X_m$, revealed one at a time. At each step…

数据结构与算法 · 计算机科学 2019-09-23 Marcin Bienkowski , Jarosław Byrka , Marek Chrobak , Christian Coester , Łukasz Jeż , Elias Koutsoupias

Let $\mathcal{F}$ be a family of sets in some metric space. In the $\mathcal{F}$-chasing problem, an online algorithm observes a request sequence of sets in $\mathcal{F}$ and responds (online) by giving a sequence of points in these sets.…

数据结构与算法 · 计算机科学 2018-11-05 Sébastien Bubeck , Yin Tat Lee , Yuanzhi Li , Mark Sellke

We consider the problem of convex function chasing with black-box advice, where an online decision-maker aims to minimize the total cost of making and switching between decisions in a normed vector space, aided by black-box advice such as…

机器学习 · 计算机科学 2022-06-27 Nicolas Christianson , Tinashe Handina , Adam Wierman

In multi-objective optimization, computing the entire non-dominated set (also known as the Pareto front or the Pareto frontier) is often intractable. However, for any multiplicative factor greater than one, an approximation set can be…

最优化与控制 · 数学 2026-04-30 Levin Nemesch , Stefan Ruzika , Clemens Thielen , Alina Wittmann

We develop two simple and efficient approximation algorithms for the continuous $k$-medians problems, where we seek to find the optimal location of $k$ facilities among a continuum of client points in a convex polygon $C$ with $n$ vertices…

最优化与控制 · 数学 2023-06-28 Reyhaneh Mohammadi , Raghuveer Devulapalli , Mehdi Behroozi

The three body problem is a special case of the n body problem where one takes the initial positions and velocities of three point masses and attempts to predict their motion over time according to Newtonian laws of motion and universal…

机器学习 · 计算机科学 2021-01-22 Pratyush Kumar , Aishwarya Das , Debayan Gupta

We consider unconstrained randomized optimization of convex objective functions. We analyze the Random Pursuit algorithm, which iteratively computes an approximate solution to the optimization problem by repeated optimization over a…

最优化与控制 · 数学 2012-05-25 Sebastian U. Stich , Christian L. Müller , Bernd Gärtner

This paper presents a convex approach to the optimization of a cooperative rendezvous, that is, the problem of two distant spacecraft that simultaneously operate to get closer. Convex programming guarantees convergence towards the optimal…

最优化与控制 · 数学 2020-09-02 Boris Benedikter , Alessandro Zavoli , Guido Colasurdo

The purpose of this paper is to propose and analyze a multi-step iterative algorithm to solve a convex optimization problem and a fixed point problem posed on a Hadamard space. The convergence properties of the proposed algorithm are…

泛函分析 · 数学 2018-02-28 Muhammad Aqeel Ahmad Khan , Hafiza Arham Maqbool

Polytopes are the basic finite data structures for convex sets: they appear as feasible regions in linear optimization, as geometric summaries in algorithms, and as random objects in stochastic geometry. A natural geometric question is…

度量几何 · 数学 2026-03-10 Steven Hoehner

We propose a unifying algorithm for non-smooth non-convex optimization. The algorithm approximates the objective function by a convex model function and finds an approximate (Bregman) proximal point of the convex model. This approximate…

最优化与控制 · 数学 2018-06-27 Peter Ochs , Jalal Fadili , Thomas Brox

We investigate the problem of stabilizing an unknown networked linear system under communication constraints and adversarial disturbances. We propose the first provably stabilizing algorithm for the problem. The algorithm uses a distributed…

系统与控制 · 电气工程与系统科学 2023-01-24 Jing Yu , Dimitar Ho , Adam Wierman

In this paper the problem of maximizing the distance to a given fixed point over an intersection of balls is considered. It is known that this problem is NP complete in the general case, since any subset sum problem can be solved upon…

最优化与控制 · 数学 2023-07-26 Marius Costandin
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