hdbscan swMATH ID: 39421 Software Authors: McInnes, Leland; Healy, John; Astels, Steve Description: HDBSCAN - Hierarchical Density-Based Spatial Clustering of Applications with Noise. Performs DBSCAN over varying epsilon values and integrates the result to find a clustering that gives the best stability over epsilon. This allows HDBSCAN to find clusters of varying densities (unlike DBSCAN), and be more robust to parameter selection. In practice this means that HDBSCAN returns a good clustering straight away with little or no parameter tuning – and the primary parameter, minimum cluster size, is intuitive and easy to select. HDBSCAN is ideal for exploratory data analysis; it’s a fast and robust algorithm that you can trust to return meaningful clusters (if there are any). Homepage: https://hdbscan.readthedocs.io/en/latest/ Source Code: https://github.com/scikit-learn-contrib/hdbscan Keywords: hdbscan; Hierarchical density based clustering; Journal of Open Source Software Related Software: UMAP; Scikit; PyTorch; AS 136; UCI-ml; Python; GitHub; Adam; LBFGS-B; fastcluster; NMSLIB; MLPACK; R; genieclust; metaFlye; Silhouettes; RAPIDS; MetaQUAST; AMBER; Centrifuge Cited in: 11 Documents all top 5 Cited by 39 Authors 1 Ali, Bahar Obed 1 Aushev, Alexander 1 Azam, Nouman 1 Bonasera, Stefano 1 Bosanac, Natasha 1 Cortés, María-Paz 1 d’Errico, Maria 1 Facco, Elena 1 Ge, Yipeng 1 Gebbie, Tim 1 Goles Chacc, Eric 1 Guo, Meng 1 He, Shiming 1 He, Zigang 1 Howes, Andrew 1 Kaski, Samuel 1 Laio, Alessandro 1 Latorre, Mauricio 1 Lei, Ying 1 Li, Shaofan 1 Li, Zhuozhou 1 Lin, Yu 1 Lukasiewicz, Thomas 1 Maass, Alejandro 1 Mahon, Louis 1 Pesonen, Henri 1 Rodriguez, Alex D. 1 Shah, Anwar 1 Shi, Litao 1 Song, Anna 1 Tran, Thong 1 Travisany, Dante 1 Wickramarachchi, Anuradha S. 1 Xie, Kun 1 Xiong, Neal N. 1 Yao, JingTao 1 Yelibi, Lionel 1 Zhang, Liang 1 Zhou, Siyuan all top 5 Cited in 8 Serials 2 Information Sciences 1 Computational Mechanics 1 International Journal of Approximate Reasoning 1 Celestial Mechanics and Dynamical Astronomy 1 Journal of Mathematical Imaging and Vision 1 Natural Computing 1 Journal of Statistical Mechanics: Theory and Experiment 1 Statistics and Computing all top 5 Cited in 6 Fields 6 Statistics (62-XX) 6 Computer science (68-XX) 2 Biology and other natural sciences (92-XX) 1 Mechanics of particles and systems (70-XX) 1 Mechanics of deformable solids (74-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Citations by Year