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mclust: Gaussian Mixture Modelling for Model-Based Clustering, Classification, and Density Estimation

Chris Fraley • Adrian E. Raftery • Luca Scrucca • Thomas Brendan Murphy • Michael Fop •  View description and downloads View dependencies GitHub project

1999 Published
0 Citations
5 Authors
83 Revisions
6.1.2 Version
GPL-2 License
Referenced by ⇅ Year
activityGCMM: Circular Mixed Effect Mixture Models of Animal Activity Patterns (Version 1.1.1)

 		2021
bnClustOmics: Bayesian Network-Based Clustering of Multi-Omics Data (Version 1.1.1)

 		2022
liayson: Linking Singe-Cell Transcriptomes Atween Contemporary Subpopulation Genomes (Version 1.0.5)

 		2018
CerioliOutlierDetection: Outlier Detection Using the Iterated RMCD Method of Cerioli (2010) (Version 1.1.15)

 		2014
ClassDiscovery: Classes and Methods for "Class Discovery" with Microarrays or Proteomics (Version 3.4.9)

 		2017
DIscBIO: A User-Friendly Pipeline for Biomarker Discovery in Single-Cell Transcriptomics (Version 1.2.3)

 		2020
EMMIXgene: A Mixture Model-Based Approach to the Clustering of Microarray Expression Data (Version 0.1.4)

 		2018
FactorHet: Estimate Heterogeneous Effects in Factorial Experiments Using Grouping and Sparsity (Version 1.0.0)

 		2025
FishResp: Analytical Tool for Aquatic Respirometry (Version 1.1.2)

 		2017
HDoutliers: Leland Wilkinson's Algorithm for Detecting Multidimensional Outliers (Version 1.0.4)

 		2016
HMMmlselect: Determine the Number of States in Hidden Markov Models via Marginal Likelihood (Version 0.1.6)

 		2019
IMIFA: Infinite Mixtures of Infinite Factor Analysers and Related Models (Version 2.2.0)

 		2017
LifeTables: Two-Parameter HMD Model Life Table System (Version 1.0)

 		2012
MBCbook: Companion Package for the Book "Model-Based Clustering and Classification for Data Science" (Version 0.1.2)

 		2019
MatrixHMM: Parsimonious Families of Hidden Markov Models for Matrix-Variate Longitudinal Data (Version 1.0.0)

 		2024
MetabolSSMF: Simplex-Structured Matrix Factorisation for Metabolomics Analysis (Version 0.1.0)

 		2025
MixtureMissing: Robust and Flexible Model-Based Clustering for Data Sets with Missing Values at Random (Version 3.0.6)

 		2021
MoEClust: Gaussian Parsimonious Clustering Models with Covariates and a Noise Component (Version 1.6.0)

 		2017
MultIS: Reconstruction of Clones from Integration Site Readouts and Visualization (Version 0.6.2)

 		2021
OTclust: Mean Partition, Uncertainty Assessment, Cluster Validation and Visualization Selection for Cluster Analysis (Version 1.0.6)

 		2019
PRECAST: Embedding and Clustering with Alignment for Spatial Omics Datasets (Version 1.8)

 		2022
ProFAST: Probabilistic Factor Analysis for Spatially-Aware Dimension Reduction (Version 1.7)

 		2023
QuadratiK: Collection of Methods Constructed using Kernel-Based Quadratic Distances (Version 1.1.3)

 		2024
REdaS: Companion Package to the Book 'R: Einführung durch angewandte Statistik' (Version 0.9.4)

 		2014
RJcluster: A Fast Clustering Algorithm for High Dimensional Data Based on the Gram Matrix Decomposition (Version 3.2.4)

 		2020
RclusTool: Graphical Toolbox for Clustering and Classification of Data Frames (Version 0.91.61)

 		2019
SAGMM: Clustering via Stochastic Approximation and Gaussian Mixture Models (Version 0.2.5)

 		2019
SC.MEB: Spatial Clustering with Hidden Markov Random Field using Empirical Bayes (Version 1.1)

 		2021
SCORPIUS: Inferring Developmental Chronologies from Single-Cell RNA Sequencing Data (Version 1.0.10)

 		2017
SIBERG: Systematic Identification of Bimodally Expressed Genes Using RNAseq Data (Version 2.0.4)

 		2017
ScRNAIMM: Performing Single-Cell RNA-Seq Imputation by Using Mean/Median Imputation (Version 0.1)

 		2023
WACS: Multivariate Weather-State Approach Conditionally Skew-Normal Generator (Version 1.1.0)

 		2016
baggingbwsel: Bagging Bandwidth Selection in Kernel Density and Regression Estimation (Version 1.1)

 		2021
bayestestR: Understand and Describe Bayesian Models and Posterior Distributions (Version 0.17.0)

 		2019
bpgmm: Bayesian Model Selection Approach for Parsimonious Gaussian Mixture Models (Version 1.1.1)

 		2019
condvis2: Interactive Conditional Visualization for Supervised and Unsupervised Models in Shiny (Version 0.1.2)

 		2019
evclust: Evidential Clustering (Version 2.0.3)

 		2016
fabMix: Overfitting Bayesian Mixtures of Factor Analyzers with Parsimonious Covariance and Unknown Number of Components (Version 5.1)

 		2018
hdbayes: Bayesian Analysis of Generalized Linear Models with Historical Data (Version 0.2.0)

 		2024
iClusterVB: Fast Integrative Clustering and Feature Selection for High Dimensional Data (Version 0.1.4)

 		2024
idiffomix: Integrated Differential Analysis of Multi Omics Data using a Joint Mixture Model (Version 1.0.0)

 		2025
integIRTy: Integrating Multiple Modalities of High Throughput Assays Using Item Response Theory (Version 1.0.8)

 		2017
lnmCluster: Perform Logistic Normal Multinomial Clustering for Microbiome Compositional Data (Version 0.3.1)

 		2022
mixedLSR: Mixed, Low-Rank, and Sparse Multivariate Regression on High-Dimensional Data (Version 0.1.0)

 		2022
msos: Data Sets and Functions Used in Multivariate Statistics: Old School by John Marden (Version 1.2.0)

 		2014
mtlgmm: Unsupervised Multi-Task and Transfer Learning on Gaussian Mixture Models (Version 0.1.0)

 		2022
mulgar: Functions for Pre-Processing Data for Multivariate Data Visualisation using Tours (Version 1.0.5)

 		2023
npde: Normalised Prediction Distribution Errors for Nonlinear Mixed-Effect Models (Version 3.5)

 		2008
ppgmmga: Projection Pursuit Based on Gaussian Mixtures and Evolutionary Algorithms (Version 1.3.1)

 		2018
prabclus: Functions for Clustering and Testing of Presence-Absence, Abundance and Multilocus Genetic Data (Version 2.3-5)

 		2003
probout: Unsupervised Multivariate Outlier Probabilities for Large Datasets (Version 1.1.2)

 		2017
rties: Modeling Interpersonal Dynamics (Version 5.0.0)

 		2020
saemix: Stochastic Approximation Expectation Maximization (SAEM) Algorithm (Version 3.4)

 		2011
tidyLPA: Easily Carry Out Latent Profile Analysis (LPA) Using Open-Source or Commercial Software (Version 1.1.0)

 		2018
wevid: Quantifying Performance of a Binary Classifier Through Weight of Evidence (Version 0.6.2)

 		2018
sasfunclust: Sparse and Smooth Functional Clustering (Version 1.0.0)

 		2021
shipunov: Miscellaneous Functions from Alexey Shipunov (Version 1.17.1)

 		2019
clusterHD: Tools for Clustering High-Dimensional Data (Version 1.0.2)

 		2022
em: Generic EM Algorithm (Version 1.0.0)

 		2023
sigQC: Quality Control Metrics for Gene Signatures (Version 0.1.24)

 		2017
MultIS Visualization: (Version )

 		0
QuAnTeTrack: Quantitative Analysis of Tetrapod Trackways (Version 0.1.0)

 		2025
SenTinMixt: Parsimonious Mixtures of MSEN and MTIN Distributions (Version 1.0.0)

 		2021
starvz: R-Based Visualization Techniques for Task-Based Applications (Version 0.8.4)

 		2020
ChemoSpec: Exploratory Chemometrics for Spectroscopy (Version 6.3.1)

 		2011
ClassDiscovery Proteomics: (Version )

 		0
Cluster.OBeu: Cluster Analysis 'OpenBudgets.eu' (Version 1.2.3)

 		2018
ContaminatedMixt: Clustering and Classification with the Contaminated Normal (Version 1.3.8)

 		2015
CrossClustering: A Partial Clustering Algorithm (Version 4.1.3)

 		2016
factoextra: Extract and Visualize the Results of Multivariate Data Analyses (Version 1.0.7)

 		2016
AMISforInfectiousDiseases: Implement the AMIS Algorithm for Infectious Disease Models (Version 0.1.0)

 		2025
AdaptGauss: Gaussian Mixture Models (GMM) (Version 1.6)

 		2015
AnimalSequences: Analyse Animal Sequential Behaviour and Communication (Version 0.2.0)

 		2024
BCClong: Bayesian Consensus Clustering for Multiple Longitudinal Features (Version 1.0.3)

 		2023
BayesCVI: Bayesian Cluster Validity Index (Version 1.0.2)

 		2024
Bchron: Age-Depth Radiocarbon Modelling (Version 4.7.8)

 		2008
BiSEp: Toolkit to Identify Candidate Synthetic Lethality (Version 2.3)

 		2014
BimodalIndex: The Bimodality Index (Version 1.1.11)

 		2017
CHMM: Coupled Hidden Markov Models (Version 0.1.1)

 		2017
CICA: Clusterwise Independent Component Analysis (Version 1.1.1)

 		2021
CNprep: Pre-Process DNA Copy Number (CN) Data for Detection of CN Events (Version 2.2)

 		2013
CerioliOutlierDetection (2010): (Version )

 		0
DIscBIO Transcriptomics: (Version )

 		0
DR.SC: Joint Dimension Reduction and Spatial Clustering (Version 3.7)

 		2021
Evacluster: Evaluation Clustering Methods for Disease Subtypes Diagnosis (Version 0.1.0)

 		2022
FCPS: Fundamental Clustering Problems Suite (Version 1.3.5)

 		2020
FitUltD: Fit Univariate Mixed and Usual Distributions (Version 3.1.0)

 		2019
FourWayHMM: Parsimonious Hidden Markov Models for Four-Way Data (Version 1.0.0)

 		2021
FuzzySpec Matrices: (Version )

 		0
GMMinit: Optimal Initial Value for Gaussian Mixture Model (Version 1.0.0)

 		2026
GeometricMorphometricsMix: Heterogeneous Methods for Shape and Other Multidimensional Data (Version 0.6.0.1)

 		2026
GridOnClusters: Multivariate Joint Grid Discretization (Version 0.3.2)

 		2020
HDCD: High-Dimensional Changepoint Detection (Version 1.1)

 		2023
HDoutliers Outliers: (Version )

 		0
HSAUR: A Handbook of Statistical Analyses Using R (1st Edition) (Version 1.3-11)

 		2006
HSAUR2: A Handbook of Statistical Analyses Using R (2nd Edition) (Version 1.1-21)

 		2009
HSAUR3: A Handbook of Statistical Analyses Using R (3rd Edition) (Version 1.0-15)

 		2014
HyperG: Hypergraphs in R (Version 1.0.0)

 		2021
IBclust: Information Bottleneck Methods for Clustering Mixed-Type Data (Version 1.2.1)

 		2025
ICSClust: Tandem Clustering with Invariant Coordinate Selection (Version 0.1.1)

 		2023
IMIFA Models: (Version )

 		0
IMIX: Gaussian Mixture Model for Multi-Omics Data Integration (Version 1.1.5)

 		2020
IntNMF: Integrative Clustering of Multiple Genomic Dataset (Version 1.3.0)

 		2016
JANE: Just Another Latent Space Network Clustering Algorithm (Version 2.1.0)

 		2024
KSD: Goodness-of-Fit Tests using Kernelized Stein Discrepancy (Version 1.0.1)

 		2016
KScorrect: Lilliefors-Corrected Kolmogorov-Smirnov Goodness-of-Fit Tests (Version 1.4.0)

 		2016
LMest: Generalized Latent Markov Models (Version 3.2.8)

 		2012
LOMAR: Localization Microscopy Data Analysis (Version 0.5.1)

 		2021
LPKsample: LP Nonparametric High Dimensional K-Sample Comparison (Version 2.1)

 		2017
LUCIDus: LUCID with Multiple Omics Data (Version 3.0.3)

 		2018
LogConcDEAD: Log-Concave Density Estimation in Arbitrary Dimensions (Version 1.6-12)

 		2007
Luminescence: Comprehensive Luminescence Dating Data Analysis (Version 1.1.2)

 		2012
MAINT.Data: Model and Analyse Interval Data (Version 2.7.4)

 		2011
MSclassifR: Automated Classification of Mass Spectra (Version 0.5.0)

 		2022
MSclust: Multiple-Scaled Clustering (Version 1.0.4)

 		2022
MVA: An Introduction to Applied Multivariate Analysis with R (Version 1.0-9)

 		2011
MetabolAnalyze: Probabilistic Latent Variable Models for Metabolomic Data (Version 1.3.1)

 		2010
MetabolSSMF Analysis: (Version )

 		0
MixSim: Simulating Data to Study Performance of Clustering Algorithms (Version 1.1-8)

 		2009
Morpho Morphometrics: (Version )

 		0
OutSeekR Data: (Version )

 		0
PINSPlus: Clustering Algorithm for Data Integration and Disease Subtyping (Version 2.0.9)

 		2018
PPbigdata: Projection Pursuit for Big Data Based on Data Nuggets (Version 1.0.0)

 		2024
PRECAST Datasets: (Version )

 		0
PUGMM: Parsimonious Ultrametric Gaussian Mixture Models (Version 0.1.2)

 		2024
PredPsych: Predictive Approaches in Psychology (Version 0.5)

 		2017
ProFAST Reduction: (Version )

 		0
QuadratiK Distances: (Version )

 		0
RCTS: Clustering Time Series While Resisting Outliers (Version 0.2.4)

 		2022
REdaS Statistik': (Version )

 		0
RGMM: Robust Mixture Model (Version 2.1.0)

 		2022
RankAggreg: Weighted Rank Aggregation (Version 0.6.6)

 		2008
SAGMM Models: (Version )

 		0
SQN: Subset Quantile Normalization (Version 1.0.6)

 		2010
SillyPutty: Silly Putty Clustering (Version 0.4.2)

 		2023
StatDA: Statistical Analysis for Environmental Data (Version 1.7.11)

 		2007
TipDatingBeast: Using Tip Dates with Phylogenetic Trees in BEAST (Version 1.1-0)

 		2015
Umpire: Simulating Realistic Gene Expression and Clinical Data (Version 2.0.11)

 		2017
UniversalCVI: Hard and Soft Cluster Validity Indices (Version 1.3.0)

 		2023
UpDown: Detecting Group Disturbances from Longitudinal Observations (Version 1.2.3)

 		2023
VBLPCM: Variational Bayes Latent Position Cluster Model for Networks (Version 2.4.9)

 		2011
WACS Generator: (Version )

 		0
andrews: Various Andrews Curves (Version 1.1.2)

 		2012
autocogs: Automatic Cognostic Summaries (Version 0.1.5)

 		2018
baggingbwsel Estimation: (Version )

 		0
bayesCureRateModel: Bayesian Cure Rate Modeling for Time-to-Event Data (Version 1.6)

 		2024
bayestestR Distributions: (Version )

 		0
beadplexr: Analysis of Multiplex Cytometric Bead Assays (Version 0.5.0)

 		2018
bootcluster: Bootstrapping Estimates of Clustering Stability (Version 0.4.3)

 		2017
broom: Convert Statistical Objects into Tidy Tibbles (Version 1.0.11)

 		2014
cemco: Fit 'CemCO' Algorithm (Version 0.2)

 		2020
chemometrics: Multivariate Statistical Analysis in Chemometrics (Version 1.4.4)

 		2008
clValid: Validation of Clustering Results (Version 0.7)

 		2007
clap: Detecting Class Overlapping Regions in Multidimensional Data (Version 0.1.0)

 		2024
clickb: Web Data Analysis by Bayesian Mixture of Markov Models (Version 0.1)

 		2023
clue: Cluster Ensembles (Version 0.3-66)

 		2004
clustAnalytics: Cluster Evaluation on Graphs (Version 0.5.5)

 		2022
clustMD: Model Based Clustering for Mixed Data (Version 1.2.2)

 		2014
clustTMB: Spatio-Temporal Finite Mixture Model using 'TMB' (Version 0.1.0)

 		2024
clusterMI: Cluster Analysis with Missing Values by Multiple Imputation (Version 1.5)

 		2024
clusterWebApp: Universal Clustering Analysis Platform (Version 0.1.3)

 		2025
clusternomics: Integrative Clustering for Heterogeneous Biomedical Datasets (Version 0.1.1)

 		2016
clustvarsel: Variable Selection for Gaussian Model-Based Clustering (Version 2.3.5)

 		2006
coca: Cluster-of-Clusters Analysis (Version 1.1.0)

 		2020
cytometree: Automated Cytometry Gating and Annotation (Version 2.0.6)

 		2017
dCUR: Dimension Reduction with Dynamic CUR (Version 1.0.2)

 		2020
deepgmm: Deep Gaussian Mixture Models (Version 0.2.1)

 		2019
diceR: Diverse Cluster Ensemble in R (Version 3.1.0)

 		2017
do3PCA: Probabilistic Phylogenetic Principal Component Analysis (Version 1.0.0)

 		2024
drcte: Statistical Approaches for Time-to-Event Data in Agriculture (Version 1.0.65)

 		2023
dsb: Normalize & Denoise Droplet Single Cell Protein Data (CITE-Seq) (Version 2.0.1)

 		2021
evprof: Electric Vehicle Charging Sessions Profiling and Modelling (Version 1.2.0)

 		2024
expSBM: An Exponential Stochastic Block Model for Interaction Lengths (Version 1.3.6)

 		2019
fdm2id: Data Mining and R Programming for Beginners (Version 0.9.9)

 		2019
flexCWM: Flexible Cluster-Weighted Modeling (Version 1.92)

 		2013
fpc: Flexible Procedures for Clustering (Version 2.2-14)

 		2003
funIHC: Functional Iterative Hierarchical Clustering (Version 0.1.0)

 		2026
geocausal: Causal Inference with Spatio-Temporal Data (Version 0.3.4)

 		2023
immunaut: Machine Learning Immunogenicity and Vaccine Response Analysis (Version 1.0.2)

 		2024
insight: Easy Access to Model Information for Various Model Objects (Version 1.4.4)

 		2019
klic: Kernel Learning Integrative Clustering (Version 1.0.4)

 		2020
ks: Kernel Smoothing (Version 1.15.1)

 		2005
latrend: A Framework for Clustering Longitudinal Data (Version 1.6.2)

 		2020
linkspotter: Bivariate Correlations Calculation and Visualization (Version 1.3.0)

 		2018
manet: Multiple Allocation Model for Actor-Event Networks (Version 2.0)

 		2017
mclustAddons: Addons for the 'mclust' Package (Version 0.10)

 		2021
mem: The Moving Epidemic Method (Version 2.19)

 		2010
metasnf: Meta Clustering with Similarity Network Fusion (Version 2.1.2)

 		2024
mlr3cluster: Cluster Extension for 'mlr3' (Version 0.1.12)

 		2020
modelSelection: High-Dimensional Model Selection (Version 1.0.5)

 		2025
mombf: Model Selection with Bayesian Methods and Information Criteria (Version 3.5.4)

 		2008
motifcluster: Motif-Based Spectral Clustering of Weighted Directed Networks (Version 0.2.3)

 		2020
msir: Model-Based Sliced Inverse Regression (Version 1.4)

 		2011
norMmix: Direct MLE for Multivariate Normal Mixture Distributions (Version 0.2-0)

 		2024
oclust: Gaussian Model-Based Clustering with Outliers (Version 1.0.0)

 		2019
opGMMassessment: Optimized Automated Gaussian Mixture Assessment (Version 0.4)

 		2021
optimCheck: Graphical and Numerical Checks for Mode-Finding Routines (Version 1.0.1)

 		2019
otrimle: Robust Model-Based Clustering (Version 2.0)

 		2016
parameters: Processing of Model Parameters (Version 0.28.3)

 		2019
performance: Assessment of Regression Models Performance (Version 0.15.3)

 		2019
pivmet: Pivotal Methods for Bayesian Relabelling and k-Means Clustering (Version 0.6.0)

 		2018
ppgmmga Algorithms: (Version )

 		0
probout Datasets: (Version )

 		0
qVarSel: Select Variables for Optimal Clustering (Version 1.2)

 		2014
robCompositions: Compositional Data Analysis (Version 2.4.2)

 		2009
robustDA: Robust Mixture Discriminant Analysis (Version 1.2)

 		2014
robustfa: Object Oriented Solution for Robust Factor Analysis (Version 1.2-0)

 		2012
sBIC: Computing the Singular BIC for Multiple Models (Version 0.2.0)

 		2016
saemix Algorithm: (Version )

 		0
scDHA: Single-Cell Decomposition using Hierarchical Autoencoder (Version 1.2.3)

 		2021
scISR: Single-Cell Imputation using Subspace Regression (Version 0.1.1)

 		2022
scutr: Balancing Multiclass Datasets for Classification Tasks (Version 0.2.0)

 		2021
see: Model Visualisation Toolbox for 'easystats' and 'ggplot2' (Version 0.12.0)

 		2019
sharp: Stability-enHanced Approaches using Resampling Procedures (Version 1.4.8)

 		2022
shinyWGD: 'Shiny' Application for Whole Genome Duplication Analysis (Version 1.0.0)

 		2024
sovereign: State-Dependent Empirical Analysis (Version 1.2.1)

 		2021
spaceNet: Latent Space Models for Multidimensional Networks (Version 1.2)

 		2018
splinetree: Longitudinal Regression Trees and Forests (Version 0.2.0)

 		2018
stIHC: Spatial Transcriptomics Iterative Hierarchical Clustering (Version 0.1.0)

 		2026
tclust: Robust Trimmed Clustering (Version 2.1-2)

 		2010
telescope: Bayesian Mixtures with an Unknown Number of Components (Version 0.2-1)

 		2024
theftdlc: Analyse and Interpret Time Series Features (Version 0.2.1)

 		2024
tidySEM: Tidy Structural Equation Modeling (Version 0.2.10)

 		2020
tsrobprep: Robust Preprocessing of Time Series Data (Version 0.3.2)

 		2020
varclust: Variables Clustering (Version 0.9.4)

 		2019
vimpclust: Variable Importance in Clustering (Version 0.1.0)

 		2021
vscc: Variable Selection for Clustering and Classification (Version 0.8)

 		2013
wevid Evidence: (Version )

 		0

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