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20112023
most citedSubmodular Maximization Beyond Non-negativity: Guarantees, Fast Algorithms, and Applications

48 citations · 282 across the 41 of their papers we have counts for

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Showing 2018Show all

6 papers · 1 filter

cs.DS2018★ 7 cited

Unconstrained Submodular Maximization with Constant Adaptive Complexity

Lin Chen, Moran Feldman, Amin Karbasi

In this paper, we consider the unconstrained submodular maximization problem. We propose the first algorithm for this problem that achieves a tight -approximatio…

cs.DS2018

Guess Free Maximization of Submodular and Linear Sums

Moran Feldman

We consider the problem of maximizing the sum of a monotone submodular function and a linear function subject to a general solvable polytope constraint. Recently, Sviridenko et al.…

cs.DS2018★ 3 cited

Deterministic (1/2 + ε)-Approximation for Submodular Maximization over a Matroid

Niv Buchbinder, Moran Feldman, Mohit Garg

We study the problem of maximizing a monotone submodular function subject to a matroid constraint and present a deterministic algorithm that achieves (1/2 + ε)-approximation for th…

cs.DS2018

Online Submodular Maximization: Beating 1/2 Made Simple

Niv Buchbinder, Moran Feldman, Yuval Filmus +1

The Submodular Welfare Maximization problem (SWM) captures an important subclass of combinatorial auctions and has been studied extensively from both computational and economic per…

cs.DS2018★ 5 cited

Submodularity on Hypergraphs: From Sets to Sequences

Marko Mitrovic, Moran Feldman, Andreas Krause +1

In a nutshell, submodular functions encode an intuitive notion of diminishing returns. As a result, submodularity appears in many important machine learning tasks such as feature s…

cs.LG2018★ 42 cited

Do Less, Get More: Streaming Submodular Maximization with Subsampling

Moran Feldman, Amin Karbasi, Ehsan Kazemi

In this paper, we develop the first one-pass streaming algorithm for submodular maximization that does not evaluate the entire stream even once. By carefully subsampling each eleme…