dbscan swMATH ID: 16291 Software Authors: Michael Hahsler, Matthew Piekenbrock, Sunil Arya, David Mount Description: R package dbscan. A fast reimplementation of several density-based algorithms of the DBSCAN family for spatial data. Includes the DBSCAN (density-based spatial clustering of applications with noise) and OPTICS (ordering points to identify the clustering structure) clustering algorithms and the LOF (local outlier factor) algorithm. The implementations uses the kd-tree data structure (from library ANN) for faster k-nearest neighbor search. An R interface to fast kNN and fixed-radius NN search is also provided. Homepage: https://cran.r-project.org/web/packages/dbscan/index.html Source Code: https://github.com/cran/dbscan Dependencies: R Keywords: CRAN; R package; Density Based Clustering of Applications with Noise; DBSCAN Related Software: R; UCI-ml; fpc; GitHub; mclust; AS 136; randomForest; e1071; k-means++; ggplot2; NbClust; infotheo; igraph; TCLUST; densityClust; Python; ELKI; Rcpp; rJava; quantmod Cited in: 11 Documents Standard Articles 1 Publication describing the Software Year all top 5 Cited by 40 Authors 1 Almodóvar-Rivera, Israel A. 1 Barnett, Ian J. 1 Bertsimas, Dimitris John 1 Bodovski, Yosef 1 Brécheteau, Claire 1 Chi, Guangqing 1 Chow, Sy-Miin 1 Croucher, Mike 1 Diesendruck, Maurice 1 Ferraro, Maria Brigida 1 Fischer, Aurélie 1 Friedman, Naomi P. 1 Giordani, Paolo E. 1 Gupta, Bhisham C. 1 Gurler, Selma 1 Guttman, Irwin 1 Hyndman, Rob J. 1 Jayalath, Kalanka P. 1 Ji, Yuan 1 Kandanaarachchi, Sevvandi 1 Langdell, Stephen 1 Levrard, Clément 1 Maitra, Ranjan 1 Müller, Peter 1 Muñoz, Mario Andrés 1 Ni, Yang 1 Oravecz, Zita 1 Orfanoudaki, Agni 1 Ramasubramanian, Karthik 1 Sevinç, Büşra 1 Singh, Abhishek 1 Smith-Miles, Kate A. 1 Vasilaki, Eleni 1 Vouros, Avgoustinos 1 Vrieze, Scott I. 1 Wiberg, Holly 1 Williamson, Sinead A. 1 Zhou, Shuai 1 Zhou, Yuan 1 Zhu, Yitan all top 5 Cited in 8 Serials 2 Machine Learning 1 Psychometrika 1 The Annals of Statistics 1 International Journal of Approximate Reasoning 1 Journal of Statistical Computation and Simulation 1 Data Mining and Knowledge Discovery 1 Journal of Machine Learning Research (JMLR) 1 Journal of Computational and Graphical Statistics Cited in 3 Fields 8 Statistics (62-XX) 3 Computer science (68-XX) 2 Probability theory and stochastic processes (60-XX) Citations by Year