Band depth based initialization of K-means for functional data clustering

JOURNAL ARTICLE published June 2023 in Advances in Data Analysis and Classification

Research funded by Spanish Ministry of Education (Archive ID 18C01/003730) | Ministerio de Ciencia, Innovación y Universidades (PID2020-116567GB-C22,PID2020-112796RB-C22)

Authors: Javier Albert-Smet | Aurora Torrente | Juan Romo

Model based clustering of multinomial count data

JOURNAL ARTICLE published 5 July 2023 in Advances in Data Analysis and Classification

Research funded by Athens University of Economics and Business (DRASI 1/Research project: 11338201)

Authors: Panagiotis Papastamoulis

Model-based clustering of functional data via mixtures of t distributions

JOURNAL ARTICLE published 12 May 2023 in Advances in Data Analysis and Classification

Research funded by Natural Sciences and Engineering Research Council of Canada (DG-2018-04449)

Authors: Cristina Anton | Iain Smith

Composite likelihood methods for parsimonious model-based clustering of mixed-type data

JOURNAL ARTICLE published 9 April 2023 in Advances in Data Analysis and Classification

Authors: Monia Ranalli | Roberto Rocci

A fresh look at mean-shift based modal clustering

JOURNAL ARTICLE published 14 December 2023 in Advances in Data Analysis and Classification

Research funded by H2020 Marie Sklodowska-Curie Actions (722734) | Agencia Estatal de Investigación (PID2020-116587GB-I00) | Xunta de Galicia (ED431C 2021/24)

Authors: Jose Ameijeiras-Alonso | Jochen Einbeck

Model based clustering for mixed data: clustMD

JOURNAL ARTICLE published June 2016 in Advances in Data Analysis and Classification

Authors: Damien McParland | Isobel Claire Gormley

Model-based regression clustering for high-dimensional data: application to functional data

JOURNAL ARTICLE published June 2017 in Advances in Data Analysis and Classification

Authors: Emilie Devijver

Probabilistic assessment of model-based clustering

JOURNAL ARTICLE published December 2015 in Advances in Data Analysis and Classification

Authors: Xuwen Zhu | Volodymyr Melnykov

Model-based clustering and outlier detection with missing data

JOURNAL ARTICLE published March 2022 in Advances in Data Analysis and Classification

Authors: Hung Tong | Cristina Tortora

Special issue on “Innovations on model based clustering and classification”

JOURNAL ARTICLE published June 2020 in Advances in Data Analysis and Classification

Authors: Christophe Biernacki | Luis Angel García-Escudero | Salvatore Ingrassia

Variable selection in model-based clustering using multilocus genotype data

JOURNAL ARTICLE published September 2009 in Advances in Data Analysis and Classification

Authors: Wilson Toussile | Elisabeth Gassiat

A review of robust clustering methods

JOURNAL ARTICLE published September 2010 in Advances in Data Analysis and Classification

Authors: Luis Angel García-Escudero | Alfonso Gordaliza | Carlos Matrán | Agustín Mayo-Iscar

Model-based clustering of probability density functions

JOURNAL ARTICLE published September 2013 in Advances in Data Analysis and Classification

Authors: Angela Montanari | Daniela G. Calò

Energy-based function to evaluate data stream clustering

JOURNAL ARTICLE published December 2013 in Advances in Data Analysis and Classification

Authors: Marcelo Keese Albertini | Rodrigo Fernandes de Mello

Panel data analysis: a survey on model-based clustering of time series

JOURNAL ARTICLE published December 2011 in Advances in Data Analysis and Classification

Authors: Sylvia Frühwirth-Schnatter

Special issue on “Model-based clustering and classification”

JOURNAL ARTICLE published September 2013 in Advances in Data Analysis and Classification

Model-based clustering for random hypergraphs

JOURNAL ARTICLE published September 2022 in Advances in Data Analysis and Classification

Research funded by Science Foundation Ireland (SFI/12/RC/2289-2)

Authors: Tin Lok James Ng | Thomas Brendan Murphy

Entropy-based fuzzy clustering of interval-valued time series

JOURNAL ARTICLE published 29 March 2024 in Advances in Data Analysis and Classification

Authors: Vincenzina Vitale | Pierpaolo D’Urso | Livia De Giovanni | Raffaele Mattera

Theory of angular depth for classification of directional data

JOURNAL ARTICLE published 23 September 2023 in Advances in Data Analysis and Classification

Research funded by Grantová Agentura Ceské Republiky (19-28231X) | Università degli Studi di Cassino e del Lazio Meridionale (H35F21000430002)

Authors: Stanislav Nagy | Houyem Demni | Davide Buttarazzi | Giovanni C. Porzio

Factor and hybrid components for model-based clustering

JOURNAL ARTICLE published June 2022 in Advances in Data Analysis and Classification

Authors: Jason Hou-Liu | Ryan P. Browne