most citedPECANN: Parallel Efficient Clustering with Graph-Based Approximate Nearest Neighbor Search

1 citations · 1 across the 6 of their papers we have counts for

collaborators

6 papers

cs.DS2024

Towards Scalable and Practical Batch-Dynamic Connectivity

Quinten De Man, Laxman Dhulipala, Adam Karczmarz +3

We study the problem of dynamically maintaining the connected components of an undirected graph subject to edge insertions and deletions. We give the first parallel algorithm for t…

cs.DC2024

The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering

Shangdi Yu, Jessica Shi, Jamison Meindl +7

We introduce the ParClusterers Benchmark Suite (PCBS) -- a collection of highly scalable parallel graph clustering algorithms and benchmarking tools that streamline comparing diffe…

cs.DS2024

Approximate Nearest Neighbor Search with Window Filters

Joshua Engels, Benjamin Landrum, Shangdi Yu +2

We define and investigate the problem of : approximate nearest neighbor search where each point in the dataset has a numeric label, and the go…

cs.DC2024

Parallel -Core Decomposition with Batched Updates and Asynchronous Reads

Quanquan C. Liu, Julian Shun, Igor Zablotchi

Maintaining a dynamic -core decomposition is an important problem that identifies dense subgraphs in dynamically changing graphs. Recent work by Liu et al. [SPAA 2022] presents…

cs.DS2023★ 1 cited

PECANN: Parallel Efficient Clustering with Graph-Based Approximate Nearest Neighbor Search

Shangdi Yu, Joshua Engels, Yihao Huang +1

This paper studies density-based clustering of point sets. These methods use dense regions of points to detect clusters of arbitrary shapes. In particular, we study variants of den…

cs.DS2023

Practical Parallel Algorithms for Near-Optimal Densest Subgraphs on Massive Graphs

Pattara Sukprasert, Quanquan C. Liu, Laxman Dhulipala +1

The densest subgraph problem has received significant attention, both in theory and in practice, due to its applications in problems such as community detection, social network ana…