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Volodymyr Melnykov
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2020 – today
- 2024
- [j29]Volodymyr Melnykov, Yang Wang, Yana Melnykov, Francesca Torti, Domenico Perrotta, Marco Riani:
On Simulating Skewed and Cluster-Weighted Data for Studying Performance of Clustering Algorithms. J. Comput. Graph. Stat. 33(1): 303-309 (2024) - 2023
- [j28]Yingying Zhang, Volodymyr Melnykov, Igor Melnykov:
On Model-Based Clustering of Directional Data with Heavy Tails. J. Classif. 40(3): 527-551 (2023) - [j27]Volodymyr Melnykov, Yang Wang:
Conditional mixture modeling and model-based clustering. Pattern Recognit. 133: 108994 (2023) - 2022
- [j26]Xuwen Zhu, Shuchismita Sarkar, Volodymyr Melnykov:
MatTransMix: an R Package for Matrix Model-Based Clustering and Parsimonious Mixture Modeling. J. Classif. 39(1): 147-170 (2022) - 2021
- [j25]Nataliia Melnykova, Nataliya Shakhovska, Volodymyr Melnykov, Kateryna Melnykova, Khrystyna Lishchuk-Yakymovych:
Personalized Data Analysis Approach for Assessing Necessary Hospital Bed-Days Built on Condition Space and Hierarchical Predictor. Big Data Cogn. Comput. 5(3): 37 (2021) - [j24]Yana Melnykov, Xuwen Zhu, Volodymyr Melnykov:
Transformation mixture modeling for skewed data groups with heavy tails and scatter. Comput. Stat. 36(1): 61-78 (2021) - [j23]Volodymyr Melnykov, Shuchismita Sarkar, Yana Melnykov:
On finite mixture modeling and model-based clustering of directed weighted multilayer networks. Pattern Recognit. 112: 107641 (2021) - [j22]Yingying Zhang, Volodymyr Melnykov, Xuwen Zhu:
Model-based clustering of time-dependent categorical sequences with application to the analysis of major life event patterns. Stat. Anal. Data Min. 14(3): 230-240 (2021) - [c6]Nataliia Melnykova, Roman Kulievych, Yaroslav Vycluk, Kateryna Melnykova, Volodymyr Melnykov:
Anomalies Detecting in Medical Metrics Using Machine Learning Tools. EUSPN/ICTH 2021: 718-723 - 2020
- [j21]Semhar Michael, Tatjana Miljkovic, Volodymyr Melnykov:
Mixture modeling of data with multiple partial right-censoring levels. Adv. Data Anal. Classif. 14(2): 355-378 (2020) - [j20]Shuchismita Sarkar, Volodymyr Melnykov, Rong Zheng:
Gaussian mixture modeling and model-based clustering under measurement inconsistency. Adv. Data Anal. Classif. 14(2): 379-413 (2020) - [j19]Volodymyr Melnykov, Semhar Michael:
Clustering Large Datasets by Merging K-Means Solutions. J. Classif. 37(1): 97-123 (2020) - [j18]Igor Melnykov, Volodymyr Melnykov:
A Note on the Formal Implementation of the K-means Algorithm with Hard Positive and Negative Constraints. J. Classif. 37(3): 789-809 (2020) - [j17]Shuchismita Sarkar, Xuwen Zhu, Volodymyr Melnykov, Salvatore Ingrassia:
On parsimonious models for modeling matrix data. Comput. Stat. Data Anal. 142 (2020) - [c5]Nataliia Melnykova, Nataliya Shakhovska, Volodymyr Melnykov, Mariana Zakharchuk, Mykola Logoyda, Vitalii Mahlovanyi:
The Applying Processing Intelligence Methods for Classify Persons in Identify Personalized Medication Decisions. ACIT 2020: 422-425 - [c4]Nataliia Melnykova, Volodymyr Melnykov, Nataliya Shahovska, Natalia Lysa:
The Investigation of Artificial Intelligence Methods for Identifying States and Analyzing System Transitions Between States. CSIT (1) 2020: 70-75 - [c3]Nataliya Shakhovska, Nataliia Melnykova, Volodymyr Melnykov, Vitaly Mahlovanyj, Nataliya Hrabovska:
The Novel Approach to Modeling the Spread of Viral Infections. CSIT 2020: 240-250 - [c2]Nataliia Melnykova, Natalya Shakhovska, Volodymyr Melnykov, Mykola Logoyda, Yulia Peleshchak:
The Problem of Analysing the Relationships between Individual Characteristics of Individuals with COVID'19. IDDM 2020: 473-482
2010 – 2019
- 2019
- [j16]Volodymyr Melnykov, Xuwen Zhu:
Studying crime trends in the USA over the years 2000-2012. Adv. Data Anal. Classif. 13(1): 325-341 (2019) - [j15]Volodymyr Melnykov, Xuwen Zhu:
An extension of the K-means algorithm to clustering skewed data. Comput. Stat. 34(1): 373-394 (2019) - 2018
- [j14]Xuwen Zhu, Volodymyr Melnykov:
Manly transformation in finite mixture modeling. Comput. Stat. Data Anal. 121: 190-208 (2018) - [j13]Volodymyr Melnykov, Xuwen Zhu:
On model-based clustering of skewed matrix data. J. Multivar. Anal. 167: 181-194 (2018) - [c1]Nataliia Melnykova, Volodymyr Melnykov, Edgars Vasilevskis:
The Personalized Approach to the Processing and Analysis of Patients' Medical Data. IDDM 2018: 103-112 - 2017
- [j12]Xuwen Zhu, Volodymyr Melnykov:
ManlyMix: An R Package for Manly Mixture Modeling. R J. 9(2): 176 (2017) - 2016
- [j11]Volodymyr Melnykov, Igor Melnykov, Semhar Michael:
Semi-supervised model-based clustering with positive and negative constraints. Adv. Data Anal. Classif. 10(3): 327-349 (2016) - [j10]Semhar Michael, Volodymyr Melnykov:
An effective strategy for initializing the EM algorithm in finite mixture models. Adv. Data Anal. Classif. 10(4): 563-583 (2016) - [j9]Semhar Michael, Volodymyr Melnykov:
Finite Mixture Modeling of Gaussian Regression Time Series with Application to Dendrochronology. J. Classif. 33(3): 412-441 (2016) - [j8]Volodymyr Melnykov:
Model-based biclustering of clickstream data. Comput. Stat. Data Anal. 93: 31-45 (2016) - [j7]Semhar Michael, Volodymyr Melnykov:
Studying Complexity of Model-based Clustering. Commun. Stat. Simul. Comput. 45(6): 2051-2069 (2016) - 2015
- [j6]Xuwen Zhu, Volodymyr Melnykov:
Probabilistic assessment of model-based clustering. Adv. Data Anal. Classif. 9(4): 395-422 (2015) - 2013
- [j5]Volodymyr Melnykov, Gang Shen:
Clustering through empirical likelihood ratio. Comput. Stat. Data Anal. 62: 1-10 (2013) - [j4]Volodymyr Melnykov:
On the distribution of posterior probabilities in finite mixture models with application in clustering. J. Multivar. Anal. 122: 175-189 (2013) - 2012
- [j3]Volodymyr Melnykov, Igor Melnykov:
Initializing the EM algorithm in Gaussian mixture models with an unknown number of components. Comput. Stat. Data Anal. 56(6): 1381-1395 (2012) - [j2]Volodymyr Melnykov:
Efficient estimation in model-based clustering of Gaussian regression time series. Stat. Anal. Data Min. 5(2): 95-99 (2012) - 2011
- [j1]Volodymyr Melnykov, Ranjan Maitra:
CARP: Software for Fishing Out Good Clustering Algorithms. J. Mach. Learn. Res. 12: 69-73 (2011)
Coauthor Index
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last updated on 2024-10-07 21:13 CEST by the dblp team
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