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In a stochastic probing problem we are given a universe $E$, where each element $e \in E$ is active independently with probability $p_e$, and only a probe of e can tell us whether it is active or not. On this universe we execute a process…

数据结构与算法 · 计算机科学 2014-02-19 Marek Adamczyk , Maxim Sviridenko , Justin Ward

In this work, we present a new algorithm for maximizing a non-monotone submodular function subject to a general constraint. Our algorithm finds an approximate fractional solution for maximizing the multilinear extension of the function over…

数据结构与算法 · 计算机科学 2016-08-15 Alina Ene , Huy L. Nguyen

The problem of maximizing non-negative monotone submodular functions under a certain constraint has been intensively studied in the last decade. In this paper, we address the problem for functions defined over the integer lattice. Suppose…

数据结构与算法 · 计算机科学 2016-05-11 Tasuku Soma , Yuichi Yoshida

In this paper, we apply a Threshold-Decreasing Algorithm to maximize $k$-submodular functions under a matroid constraint, which reduces the query complexity of the algorithm compared to the greedy algorithm with little loss in approximation…

数据结构与算法 · 计算机科学 2023-07-27 Shuxian Niu , Qian Liu , Yang Zhou , Min Li

We consider the problem of maximizing the multilinear extension of a submodular function subject a single matroid constraint or multiple packing constraints with a small number of adaptive rounds of evaluation queries. We obtain the first…

数据结构与算法 · 计算机科学 2018-11-12 Alina Ene , Huy L. Nguyen , Adrian Vladu

In this paper, we provide the first deterministic algorithm that achieves the tight $1-1/e$ approximation guarantee for submodular maximization under a cardinality (size) constraint while making a number of queries that scales only linearly…

数据结构与算法 · 计算机科学 2022-04-13 Wenxin Li , Moran Feldman , Ehsan Kazemi , Amin Karbasi

We consider the problem of maximizing a submodular function with access to a noisy value oracle for the function instead of an exact value oracle. Similar to prior work, we assume that the noisy oracle is persistent in that multiple calls…

数据结构与算法 · 计算机科学 2026-01-01 Kshipra Bhawalkar , Yang Cai , Zhe Feng , Christopher Liaw , Tao Lin

Optimization problems with set submodular objective functions have many real-world applications. In discrete scenarios, where the same item can be selected more than once, the domain is generalized from a 2-element set to a bounded integer…

数据结构与算法 · 计算机科学 2021-11-22 Alberto Schiabel , Vyacheslav Kungurtsev , Jakub Marecek

In this paper, we study the tradeoff between the approximation guarantee and adaptivity for the problem of maximizing a monotone submodular function subject to a cardinality constraint. The adaptivity of an algorithm is the number of…

数据结构与算法 · 计算机科学 2018-11-01 Alina Ene , Huy L. Nguyen

In this paper, we consider the unconstrained submodular maximization problem. We propose the first algorithm for this problem that achieves a tight $(1/2-\varepsilon)$-approximation guarantee using $\tilde{O}(\varepsilon^{-1})$ adaptive…

数据结构与算法 · 计算机科学 2018-11-20 Lin Chen , Moran Feldman , Amin Karbasi

In this paper, we present a thorough study of maximizing a regularized non-monotone submodular function subject to various constraints, i.e., $\max \{ g(A) - \ell(A) : A \in \mathcal{F} \}$, where $g \colon 2^\Omega \to \mathbb{R}_+$ is a…

数据结构与算法 · 计算机科学 2021-03-19 Cheng Lu , Wenguo Yang , Suixiang Gao

A $k$-submodular function is an extension of a submodular function in that its input is given by $k$ disjoint subsets instead of a single subset. For unconstrained nonnegative $k$-submodular maximization, Ward and \v{Z}ivn\'y proposed a…

数据结构与算法 · 计算机科学 2016-08-23 Shinsaku Sakaue

For the problem of maximizing a monotone, submodular function with respect to a cardinality constraint $k$ on a ground set of size $n$, we provide an algorithm that achieves the state-of-the-art in both its empirical performance and its…

数据结构与算法 · 计算机科学 2024-08-20 Yixin Chen , Tonmoy Dey , Alan Kuhnle

We study the problem of maximizing a monotone submodular set function subject to linear packing constraints. An instance of this problem consists of a matrix $A \in [0,1]^{m \times n}$, a vector $b \in [1,\infty)^m$, and a monotone…

数据结构与算法 · 计算机科学 2012-05-01 Yossi Azar , Iftah Gamzu

Let $D(n)$ be the maximal determinant for $n \times n$ $\{\pm 1\}$-matrices, and ${\mathcal R}(n) = D(n)/n^{n/2}$ be the ratio of $D(n)$ to the Hadamard upper bound. We give several new lower bounds on ${\mathcal R}(n)$ in terms of $d$,…

组合数学 · 数学 2016-10-26 Richard P. Brent , Judy-anne H. Osborn , Warren D. Smith

We consider the problem of maximizing a monotone submodular function in a $k$-exchange system. These systems, introduced by Feldman et al., generalize the matroid k-parity problem in a wide class of matroids and capture many other…

数据结构与算法 · 计算机科学 2012-03-13 Justin Ward

We study the problem of maximizing a non-monotone, non-negative submodular function subject to a matroid constraint. The prior best-known deterministic approximation ratio for this problem is $\frac{1}{4}-\epsilon$ under…

数据结构与算法 · 计算机科学 2020-10-23 Kai Han , Zongmai Cao , Shuang Cui , Benwei Wu

Many important problems in discrete optimization require maximization of a monotonic submodular function subject to matroid constraints. For these problems, a simple greedy algorithm is guaranteed to obtain near-optimal solutions. In this…

数据结构与算法 · 计算机科学 2015-03-17 Daniel Golovin , Andreas Krause

We study parallel algorithms for the problem of maximizing a non-negative submodular function. Our main result is an algorithm that achieves a nearly-optimal $1/2 -\epsilon$ approximation using $O(\log(1/\epsilon) / \epsilon)$ parallel…

数据结构与算法 · 计算机科学 2018-12-05 Alina Ene , Huy L. Nguyen , Adrian Vladu

Let $\lambda$ be an integer, and $f(z)=\sum_{n\gg-\infty} a(n)q^n$ be a weakly holomorphic modular form of weight $\lambda+\frac 12$ on $\Gamma_0(4)$ with integral coefficients. Let $\ell\geq 5$ be a prime. Assume that the constant term…

数论 · 数学 2019-02-19 Dohoon Choi , Subong Lim