Clustering


Name Short Description Language
AbundanceBin AbundanceBin binning tool (Wu et al, 2011) (Generated by PluGen) C++
AffinityPropagation Affinity Propagation (Frey and Dueck, 2007) Python
CDHit CD-Hit (Li and Godzik, 2006) C++
CKMeans CKMeans (Wang and Song, 2011) R
ClusterCount Number of clusters in a network above a threshold in size Python
ClusterMeans Mean edge weight between all clusters of a network R
ClusterPathways Given a set of clusters of taxa, find all metabolic pathways shared by node pairs within the cluster Python
ClusterStd Edge standard deviation between all clusters of a network R
Community Information on the local community of a target. Python
CommunityDetection Girvan-Newman algorithm for community detection in a network (Girvan and Newman, 2002) Python
Core Core taxa community statistics R
Dendogram Dendogram-based clustering (Forina et al, 2002) R
Enterotypes Find enterotypes within a set of samples (Arumugam et al, 2011) R
FCluster FCluster (Quince et al, 2011) C++
GMM Gaussian Mixture Model (Rasmussen, 1999) R
GOCluster Cluster using Gene Ontology (Thomas et al, 2022) R
Hierarchical Hierarchical clustering (Sibson, 1973) R
HMM Hidden Markov Model (Liu and Li, 2017) R
Infomap Infomap (Edler et al., 2017) algorithm for community detection (Generated by PluGen) C++
KMeans KMeans clustering (MacQueen, 1967) R
LinClust Linear-Time Clustering (Steinegger and Soding, 2018) C++
Louvain Louvain Clustering (Blondel et al, 2008) Python
MaxBin MaxBin (Wu et al, 2014) software for binning reads (Generated by PluGen) C++
MCL Markov Clustering (van Dongen, 2000) R
MClust MClust (Scrucca et al, 2016) R
MergeClusters Merge two clusters R
MetaBAT MetaBAT (Kang et al, 2015) (Generated by PluGen) C++
MetaCluster MetaCluster (Yang et al, 2010) (Generated by PluGen) C++
ModularityMaximization Modularity Maximization Algorithm For Clustering Level Python
MUSCLE MUltiple Sequence Comparison by Log-Expectation (MUSCLE) (Edgar et al, 2004) alignment tool C++
PAM Partition Around Medoids (PAM) clustering (Kaufman and Rousseeuw, 1987) R
PICRUSt Phylogenetic Investigation of Communities by Reconstruction of Unobserved States (PICRUSt) (Lamille et al, 2013) C++
PrefixSuffix Prefix-Suffix algorithm of Qiime (Edgar et al, 2010) C++
PyNAST PyNAST clustering (Caporaso et al, 2010) C++
Radial Radial clustering (Agrafiotis et al, 2007) R
RGI Cluster by Resistance Gene Identifier (RGI) Perl
RivalClub Find rival clubs in a network (Fernandez et al, 2015) Python
SCIMM Sequence Clustering with Interpolated Markov Models (Kelley and Salzberg, 2010) C++
SharedNN Shared nearest-neighbor C++
SIMLR SIMLR (Wang et al, 2017) R
SortMerna SortMerna (Kopylova et al, 2014) C++
Spectral Spectral Clustering (Meila and Shi, 2001) Python
SumaClust SumaClust (Mercier et al, 2014) C++
SWARM SWARM (Mahe et al, 2014) C++
SynerClust SynerClust (Georgescu et al, 2018) orthologue clustering tool C++
Tightness Various tightness measurements for a set of network clusters R
TightnessStatistics Mean and standard deviation of cluster tightness Python
Trie Trie algorithm of Qiime (Edgar et al, 2010) C++
UClust UClust (Edgar et al, 2010) C++
UPARSE UPARSE (Edgar, 2013) algorithm C++
USearch USearch (Edgar et al, 2010), adds filtering steps to UClust C++
VClust Clustering with vsearch (Rognes et al, 2016) C++
VSearch VSearch algorithm (Rognes et al, 2016) for nucleotide-based alignments (Generated by PluGen) C++
Waltman Community detection (Waltman and van Eck, 2013) R

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