Volodymyr Melnykov

39 papers C 2Misc 1Journal 33Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
Model-based clustering of music pieces.
Pattern Recognit.
Yingying Zhang, Xuwen Zhu, Hung Tong, Volodymyr Melnykov
2026 J jnl
Modeling and clustering of heterogeneous multivariate categorical sequences.
Pattern Recognit.
Yingying Zhang, Volodymyr Melnykov
2026 J jnl
Uncertain model selection criteria for mixture modeling.
Stat. Comput.
Volodymyr Melnykov, Salvatore Ingrassia
2025 J jnl
Detecting Anomalies in European Trade Data Using Directed Weighted Multilayer Dynamic Networks.
J. Classif.
Shuchismita Sarkar, Volodymyr Melnykov
2024 J jnl
On Simulating Skewed and Cluster-Weighted Data for Studying Performance of Clustering Algorithms.
J. Comput. Graph. Stat.
Volodymyr Melnykov, Yang Wang, Yana Melnykov, Francesca Torti, Domenico Perrotta, Marco Riani
2023 J jnl
Conditional mixture modeling and model-based clustering.
Pattern Recognit.
Volodymyr Melnykov, Yang Wang
2023 J jnl
On Model-Based Clustering of Directional Data with Heavy Tails.
J. Classif.
Yingying Zhang, Volodymyr Melnykov, Igor Melnykov
2022 J jnl
MatTransMix: an R Package for Matrix Model-Based Clustering and Parsimonious Mixture Modeling.
J. Classif.
Xuwen Zhu, Shuchismita Sarkar, Volodymyr Melnykov
2021 — conf
Anomalies Detecting in Medical Metrics Using Machine Learning Tools.
EUSPN/ICTH
Nataliia Melnykova, Roman Kulievych, Yaroslav Vycluk, Kateryna Melnykova, Volodymyr Melnykov
2021 J jnl
Model-based clustering of time-dependent categorical sequences with application to the analysis of major life event patterns.
Stat. Anal. Data Min.
Yingying Zhang, Volodymyr Melnykov, Xuwen Zhu
2021 J jnl
On finite mixture modeling and model-based clustering of directed weighted multilayer networks.
Pattern Recognit.
Volodymyr Melnykov, Shuchismita Sarkar, Yana Melnykov
2021 J jnl
Personalized Data Analysis Approach for Assessing Necessary Hospital Bed-Days Built on Condition Space and Hierarchical Predictor.
Big Data Cogn. Comput.
Nataliia Melnykova, Nataliya Shakhovska, Volodymyr Melnykov, Kateryna Melnykova, Khrystyna Lishchuk-Yakymovych
2021 J jnl
Transformation mixture modeling for skewed data groups with heavy tails and scatter.
Comput. Stat.
Yana Melnykov, Xuwen Zhu, Volodymyr Melnykov
2020 J jnl
A Note on the Formal Implementation of the K-means Algorithm with Hard Positive and Negative Constraints.
J. Classif.
Igor Melnykov, Volodymyr Melnykov
2020 J jnl
Clustering Large Datasets by Merging K-Means Solutions.
J. Classif.
Volodymyr Melnykov, Semhar Michael
2020 J jnl
Gaussian mixture modeling and model-based clustering under measurement inconsistency.
Adv. Data Anal. Classif.
Shuchismita Sarkar, Volodymyr Melnykov, Rong Zheng
2020 J jnl
Mixture modeling of data with multiple partial right-censoring levels.
Adv. Data Anal. Classif.
Semhar Michael, Tatjana Miljkovic, Volodymyr Melnykov
2020 J jnl
On parsimonious models for modeling matrix data.
Comput. Stat. Data Anal.
Shuchismita Sarkar, Xuwen Zhu, Volodymyr Melnykov, Salvatore Ingrassia
2020 — conf
The Applying Processing Intelligence Methods for Classify Persons in Identify Personalized Medication Decisions.
ACIT
Nataliia Melnykova, Nataliya Shakhovska, Volodymyr Melnykov, Mariana Zakharchuk, Mykola Logoyda, Vitalii Mahlovanyi
2020 — conf
The Investigation of Artificial Intelligence Methods for Identifying States and Analyzing System Transitions Between States.
CSIT (1)
Nataliia Melnykova, Volodymyr Melnykov, Nataliya Shahovska, Natalia Lysa
2020 Misc conf
The Novel Approach to Modeling the Spread of Viral Infections.
CSIT
Nataliya Shakhovska, Nataliia Melnykova, Volodymyr Melnykov, Vitaly Mahlovanyj, Nataliya Hrabovska
2020 C conf
The Problem of Analysing the Relationships between Individual Characteristics of Individuals with COVID'19.
IDDM
Nataliia Melnykova, Natalya Shakhovska, Volodymyr Melnykov, Mykola Logoyda, Yulia Peleshchak
2019 J jnl
An extension of the
Comput. Stat.
Volodymyr Melnykov, Xuwen Zhu
2019 J jnl
Studying crime trends in the USA over the years 2000-2012.
Adv. Data Anal. Classif.
Volodymyr Melnykov, Xuwen Zhu
2018 J jnl
Manly transformation in finite mixture modeling.
Comput. Stat. Data Anal.
Xuwen Zhu, Volodymyr Melnykov
2018 J jnl
On model-based clustering of skewed matrix data.
J. Multivar. Anal.
Volodymyr Melnykov, Xuwen Zhu
2018 C conf
The Personalized Approach to the Processing and Analysis of Patients' Medical Data.
IDDM
Nataliia Melnykova, Volodymyr Melnykov, Edgars Vasilevskis
2017 J jnl
ManlyMix: An R Package for Manly Mixture Modeling.
R J.
Xuwen Zhu, Volodymyr Melnykov
2016 J jnl
An effective strategy for initializing the EM algorithm in finite mixture models.
Adv. Data Anal. Classif.
Semhar Michael, Volodymyr Melnykov
2016 J jnl
Finite Mixture Modeling of Gaussian Regression Time Series with Application to Dendrochronology.
J. Classif.
Semhar Michael, Volodymyr Melnykov
2016 J jnl
Model-based biclustering of clickstream data.
Comput. Stat. Data Anal.
Volodymyr Melnykov
2016 J jnl
Semi-supervised model-based clustering with positive and negative constraints.
Adv. Data Anal. Classif.
Volodymyr Melnykov, Igor Melnykov, Semhar Michael
2016 J jnl
Studying Complexity of Model-based Clustering.
Commun. Stat. Simul. Comput.
Semhar Michael, Volodymyr Melnykov
2015 J jnl
Probabilistic assessment of model-based clustering.
Adv. Data Anal. Classif.
Xuwen Zhu, Volodymyr Melnykov
2013 J jnl
Clustering through empirical likelihood ratio.
Comput. Stat. Data Anal.
Volodymyr Melnykov, Gang Shen
2013 J jnl
On the distribution of posterior probabilities in finite mixture models with application in clustering.
J. Multivar. Anal.
Volodymyr Melnykov
2012 J jnl
Efficient estimation in model-based clustering of Gaussian regression time series.
Stat. Anal. Data Min.
Volodymyr Melnykov
2012 J jnl
Initializing the EM algorithm in Gaussian mixture models with an unknown number of components.
Comput. Stat. Data Anal.
Volodymyr Melnykov, Igor Melnykov
2011 J jnl
CARP: Software for Fishing Out Good Clustering Algorithms.
J. Mach. Learn. Res.
Volodymyr Melnykov, Ranjan Maitra