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- research-articleNovember 2024JUST ACCEPTED
- research-articleNovember 2024
Breaking the Metric Voting Distortion Barrier
Journal of the ACM (JACM), Volume 71, Issue 6Article No.: 42, Pages 1–33https://doi.org/10.1145/3689625We consider the following well-studied problem of metric distortion in social choice. Suppose that we have an election with n voters and m candidates located in a shared metric space. We would like to design a voting rule that chooses a candidate whose ...
- research-articleOctober 2024
- research-articleApril 2024
- research-articleApril 2024
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- research-articleNovember 2023
Pliability and Approximating Max-CSPs
Journal of the ACM (JACM), Volume 70, Issue 6Article No.: 41, Pages 1–43https://doi.org/10.1145/3626515We identify a sufficient condition, treewidth-pliability, that gives a polynomial-time algorithm for an arbitrarily good approximation of the optimal value in a large class of Max-2-CSPs parameterised by the class of allowed constraint graphs (with ...
- research-articleNovember 2023
Toward a Better Understanding of Randomized Greedy Matching
Journal of the ACM (JACM), Volume 70, Issue 6Article No.: 39, Pages 1–32https://doi.org/10.1145/3614318There has been a long history of studying randomized greedy matching algorithms since the work by Dyer and Frieze [9]. We follow this trend and consider the problem formulated in the oblivious setting, in which the vertex set of a graph is known to the ...
- research-articleAugust 2023
The One-Way Communication Complexity of Submodular Maximization with Applications to Streaming and Robustness
Journal of the ACM (JACM), Volume 70, Issue 4Article No.: 24, Pages 1–52https://doi.org/10.1145/3588564We consider the classical problem of maximizing a monotone submodular function subject to a cardinality constraint, which, due to its numerous applications, has recently been studied in various computational models. We consider a clean multiplayer model ...
- research-articleOctober 2022
- research-articleJune 2022
The Limitations of Optimization from Samples
Journal of the ACM (JACM), Volume 69, Issue 3Article No.: 21, Pages 1–33https://doi.org/10.1145/3511018In this article, we consider the following question: Can we optimize objective functions from the training data we use to learn them? We formalize this question through a novel framework we call optimization from samples (OPS). In OPS, we are given ...
- research-articleOctober 2021
Near-linear Time Approximation Schemes for Clustering in Doubling Metrics
Journal of the ACM (JACM), Volume 68, Issue 6Article No.: 44, Pages 1–34https://doi.org/10.1145/3477541We consider the classic Facility Location, k-Median, and k-Means problems in metric spaces of doubling dimension d. We give nearly linear-time approximation schemes for each problem. The complexity of our algorithms is Õ(2(1/ε)O(d2) n), making a ...
- research-articleMay 2021
- research-articleNovember 2020
A Constant-factor Approximation Algorithm for the Asymmetric Traveling Salesman Problem
Journal of the ACM (JACM), Volume 67, Issue 6Article No.: 37, Pages 1–53https://doi.org/10.1145/3424306We give a constant-factor approximation algorithm for the asymmetric traveling salesman problem (ATSP). Our approximation guarantee is analyzed with respect to the standard LP relaxation, and thus our result confirms the conjectured constant integrality ...
- research-articleOctober 2020
Approximating Edit Distance Within Constant Factor in Truly Sub-quadratic Time
Journal of the ACM (JACM), Volume 67, Issue 6Article No.: 36, Pages 1–22https://doi.org/10.1145/3422823Edit distance is a measure of similarity of two strings based on the minimum number of character insertions, deletions, and substitutions required to transform one string into the other. The edit distance can be computed exactly using a dynamic ...
- research-articleFebruary 2020
Approximating Generalized Network Design under (Dis)economies of Scale with Applications to Energy Efficiency
Journal of the ACM (JACM), Volume 67, Issue 1Article No.: 7, Pages 1–33https://doi.org/10.1145/3377387In a generalized network design (GND) problem, a set of resources are assigned (non-exclusively) to multiple requests. Each request contributes its weight to the resources it uses and the total load on a resource is then translated to the cost it incurs ...
- research-articleJune 2019
Hierarchical Clustering: Objective Functions and Algorithms
Journal of the ACM (JACM), Volume 66, Issue 4Article No.: 26, Pages 1–42https://doi.org/10.1145/3321386Hierarchical clustering is a recursive partitioning of a dataset into clusters at an increasingly finer granularity. Motivated by the fact that most work on hierarchical clustering was based on providing algorithms, rather than optimizing a specific ...
- research-articleNovember 2018
Parallel Metric Tree Embedding Based on an Algebraic View on Moore-Bellman-Ford
Journal of the ACM (JACM), Volume 65, Issue 6Article No.: 43, Pages 1–55https://doi.org/10.1145/3231591A metric tree embedding of expected stretch α ≥ 1 maps a weighted n-node graph G = (V, E, ω) to a weighted tree T = (VT, ET , ωT) with V ⊑ VT such that, for all v,w ∈ V, dist(v, w, G) ≤ dist(v, w, T), and E[dist(v, w, T)] ≤ α dist(v, w, G). Such ...
- research-articleDecember 2017
Competitive Algorithms from Competitive Equilibria: Non-Clairvoyant Scheduling under Polyhedral Constraints
Journal of the ACM (JACM), Volume 65, Issue 1Article No.: 3, Pages 1–33https://doi.org/10.1145/3136754We introduce and study a general scheduling problem that we term the Polytope Scheduling problem (PSP). In this problem, jobs can have different arrival times and sizes, and the rates assigned by the scheduler to the jobs are subject to arbitrary ...
- research-articleJune 2017
On Learning and Testing Dynamic Environments
Journal of the ACM (JACM), Volume 64, Issue 3Article No.: 21, Pages 1–90https://doi.org/10.1145/3088509We initiate a study of learning and testing dynamic environments, focusing on environments that evolve according to a fixed local rule. The (proper) learning task consists of obtaining the initial configuration of the environment, whereas for nonproper ...
- research-articleJune 2017
A Distributed (2 + ε)-Approximation for Vertex Cover in O(log Δ / ε log log Δ) Rounds
Journal of the ACM (JACM), Volume 64, Issue 3Article No.: 23, Pages 1–11https://doi.org/10.1145/3060294We present a simple deterministic distributed (2 + ϵ)-approximation algorithm for minimum-weight vertex cover, which completes in O(log Δ/ϵlog log Δ) rounds, where Δ is the maximum degree in the graph, for any ϵ > 0 that is at most O(1). For a constant ...