Volodymyr Melnykov

Available identifiers

zbMath Open melnykov.volodymyrWikidataQ102406711 ScholiaQ102406711MaRDI QIDQ333729

List of research outcomes

Publication	Date of Publication	Type
Modelling students’ career indicators via mixtures of parsimonious matrix‐normal distributions	2023-10-20	Paper
MatTransMix: an R package for matrix model-based clustering and parsimonious mixture modeling	2022-04-22	Paper
Tensor-variate finite mixture modeling for the analysis of university professor remuneration	2021-11-15	Paper
Transformation mixture modeling for skewed data groups with heavy tails and scatter	2021-02-25	Paper
A note on the formal implementation of the \(K\)-means algorithm with hard positive and negative constraints	2021-01-25	Paper
Efficient estimation in model‐based clustering of Gaussian regression time series	2020-10-14	Paper
Mixture modeling of data with multiple partial right-censoring levels	2020-09-29	Paper
Gaussian mixture modeling and model-based clustering under measurement inconsistency	2020-09-29	Paper
Clustering large datasets by merging \(K\)-means solutions	2020-07-21	Paper
On parsimonious models for modeling matrix data	2019-11-22	Paper
Studying crime trends in the USA over the years 2000--2012	2019-06-03	Paper
Semi-supervised model-based clustering with positive and negative constraints	2019-06-03	Paper
An effective strategy for initializing the EM algorithm in finite mixture models	2019-06-03	Paper
Probabilistic assessment of model-based clustering	2019-06-03	Paper
An extension of the \(K\)-means algorithm to clustering skewed data	2019-02-27	Paper
Manly transformation in finite mixture modeling	2018-08-17	Paper
On model-based clustering of skewed matrix data	2018-08-16	Paper
Model-based biclustering of clickstream data	2018-08-15	Paper
Manly transformation in finite mixture modeling	2018-05-01	Paper
Studying contributions of variables to classification	2017-12-22	Paper
Finite mixture modeling of Gaussian regression time series with application to dendrochronology	2017-06-12	Paper
Clustering through empirical likelihood ratio	2016-10-31	Paper
Studying Complexity of Model-based Clustering	2016-08-25	Paper
On \(K\)-means algorithm with the use of Mahalanobis distances	2014-04-09	Paper
https://portal.mardi4nfdi.de/entity/Q5396603	2014-02-03	Paper
On the distribution of posterior probabilities in finite mixture models with application in clustering	2014-01-13	Paper
Bootstrapping for Significance of Compact Clusters in Multidimensional Datasets	2013-04-22	Paper
Initializing the EM algorithm in Gaussian mixture models with an unknown number of components	2012-07-16	Paper
Accounting for spot matching uncertainty in the analysis of proteomics data from two-dimensional gel electrophoresis	2011-10-25	Paper
Finite mixture models and model-based clustering	2010-06-09	Paper

Research outcomes over time

Doctoral students

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Known relations from the MaRDI Knowledge Graph

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