Publications - Efficient Algorithms for Data Science Toolboxes
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- 2022:[4] Parallel Cover Trees and Applications
Yan Gu, Zachary Napier, Yihan Sun, and Letong Wang
ACM Symposium on Parallelism in Algorithms and Architectures (SPAA), 2022Parallel cover tree for nearest neighbor searchConference paper - 2021:[3] ParChain: A Framework for Parallel Hierarchical Agglomerative Clustering using Nearest-Neighbor Chain
Shangdi Yu, Yiqiu Wang, Yan Gu, Laxman Dhulipala, and Julian Shun
Processings of the VLDB Endowmenthierarchical agglomerative clusteringConference paper Full version (arXiv) - [2]
Fast Parallel Algorithms for Euclidean Minimum Spanning Tree and Hierarchical Spatial Clustering
Yiqiu Wang, Shangdi Yu, Yan Gu, and Julian Shun
ACM International Conference on Management of Data (SIGMOD), 2021Euclidean MST and hierarchical clusteringConference paper Full version (arXiv) Video Code - 2020:[1] Theoretically-Efficient and Practical Parallel DBSCAN
Yiqiu Wang, Yan Gu, and Julian Shun
ACM International Conference on Management of Data (SIGMOD), 2020Density-based clusteringProject page Conference paper Full version (arXiv) Video Code