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Motivated by applications in machine learning, such as subset selection and data summarization, we consider the problem of maximizing a monotone submodular function subject to mixed packing and covering constraints. We present a tight…

数据结构与算法 · 计算机科学 2018-12-20 Eyal Mizrachi , Roy Schwartz , Joachim Spoerhase , Sumedha Uniyal

We present a simple semi-streaming algorithm for $(1-\epsilon)$-approximation of bipartite matching in $O(\log{\!(n)}/\epsilon)$ passes. This matches the performance of state-of-the-art "$\epsilon$-efficient" algorithms -- the ones with…

数据结构与算法 · 计算机科学 2025-08-06 Sepehr Assadi

We consider the maximum weight $b$-matching problem in the random-order semi-streaming model. Assuming all weights are small integers drawn from $[1,W]$, we present a $2 - \frac{1}{2W} + \varepsilon$ approximation algorithm, using a memory…

数据结构与算法 · 计算机科学 2023-08-15 Chien-Chung Huang , François Sellier

Online bipartite matching has been extensively studied. In the unweighted setting, Karp et al. gave an optimal $(1 - 1/e)$-competitive randomized algorithm. In the weighted setting, optimal algorithms have been achieved only under…

数据结构与算法 · 计算机科学 2021-11-03 Nguyen Kim Thang

In this paper, we study the problem of maximizing $k$-submodular functions subject to a knapsack constraint. For monotone objective functions, we present a $\frac{1}{2}(1-e^{-2})\approx 0.432$ greedy approximation algorithm. For the…

数据结构与算法 · 计算机科学 2023-09-18 Hao Xiao , Qian Liu , Yang Zhou , Min Li

We design a deterministic algorithm for the $(1+\epsilon)$-approximate maximum matching problem. Our primary result demonstrates that this problem can be solved in $O(\epsilon^{-6})$ semi-streaming passes, improving upon the…

数据结构与算法 · 计算机科学 2025-04-23 Slobodan Mitrović , Anish Mukherjee , Piotr Sankowski , Wen-Horng Sheu

We study truthful mechanisms for matching and related problems in a partial information setting, where the agents' true utilities are hidden, and the algorithm only has access to ordinal preference information. Our model is motivated by the…

计算机科学与博弈论 · 计算机科学 2016-10-20 Elliot Anshelevich , Shreyas Sekar

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

We consider the problem of maximizing a monotone submodular function subject to a knapsack constraint. Our main contribution is an algorithm that achieves a nearly-optimal, $1 - 1/e - \epsilon$ approximation, using…

数据结构与算法 · 计算机科学 2018-11-20 Alina Ene , Huy L. Nguyen

The matching distance is a computationally tractable topological measure to compare multi-filtered simplicial complexes. We design efficient algorithms for approximating the matching distance of two bi-filtered complexes to any desired…

计算几何 · 计算机科学 2020-04-02 Michael Kerber , Arnur Nigmetov

We consider the Maximum-weight Matching (MWM) problem in the streaming sliding window model of computation. In this model, the input consists of a sequence of weighted edges on a given vertex set $V$ of size $n$. The objective is to…

数据结构与算法 · 计算机科学 2023-01-11 Cezar-Mihail Alexandru , Pavel Dvořák , Christian Konrad , Kheeran K. Naidu

The Permutation Pattern Matching problem asks, given two permutations $\sigma$ on $n$ elements and $\pi$, whether $\sigma$ admits a subsequence with the same relative order as $\pi$ (or, in the counting version, how many such subsequences…

数据结构与算法 · 计算机科学 2021-08-27 Pawel Gawrychowski , Mateusz Rzepecki

We study the NP-complete Maximum Outerplanar Subgraph problem. The previous best known approximation ratio for this problem is 2/3. We propose a new approximation algorithm which improves the ratio to 7/10.

数据结构与算法 · 计算机科学 2023-06-16 Gruia Calinescu , Hemanshu Kaul , Bahareh Kudarzi

We study ordinal approximation algorithms for maximum-weight bipartite matchings. Such algorithms only know the ordinal preferences of the agents/nodes in the graph for their preferred matches, but must compete with fully omniscient…

计算机科学与博弈论 · 计算机科学 2017-07-07 Elliot Anshelevich , Wennan Zhu

We study the classical problem of prediction with expert advice in the adversarial setting with a geometric stopping time. In 1965, Cover gave the optimal algorithm for the case of 2 experts. In this paper, we design the optimal algorithm,…

机器学习 · 计算机科学 2016-07-12 Nick Gravin , Yuval Peres , Balasubramanian Sivan

In this paper, the optimal convergence rate $O\left(N^{-1/2}\right)$ (where $N$ is the total number of iterations performed by the algorithm), without the presence of a logarithmic factor, is proved for mirror descent algorithms with…

最优化与控制 · 数学 2025-06-04 Mohammad Alkousa , Fedor Stonyakin , Asmaa Abdo , Mohammad Alcheikh

It is well-known that every $n$-vertex planar graph with minimum degree 3 has a matching of size at least $\frac{n}{3}$. But all proofs of this use the Tutte-Berge-formula for the size of a maximum matching. Hence these proofs are not…

数据结构与算法 · 计算机科学 2019-02-22 Therese Biedl

For a graph G=(V,E), finding a set of disjoint edges that do not share any vertices is called a matching problem, and finding the maximum matching is a fundamental problem in the theory of distributed graph algorithms. Although local…

分布式、并行与集群计算 · 计算机科学 2022-03-14 Naoki Kitamura , Taisuke Izumi

We consider the sensitivity of algorithms for the maximum matching problem against edge and vertex modifications. Algorithms with low sensitivity are desirable because they are robust to edge failure or attack. In this work, we show a…

数据结构与算法 · 计算机科学 2020-09-11 Yuichi Yoshida , Samson Zhou

This paper presents a polynomial-time $1/2$-approximation algorithm for maximizing nonnegative $k$-submodular functions. This improves upon the previous $\max\{1/3, 1/(1+a)\}$-approximation by Ward and \v{Z}ivn\'y~(SODA'14), where…

数据结构与算法 · 计算机科学 2015-02-27 Satoru Iwata , Shin-ichi Tanigawa , Yuichi Yoshida