Edit Profile (opens in new tab) Melnykov, Volodymyr Compute Distance To: Compute Author ID: melnykov.volodymyr Published as: Melnykov, Volodymyr External Links: MGP Documents Indexed: 28 Publications since 2010 Co-Authors: 12 Co-Authors with 25 Joint Publications 243 Co-Co-Authors all top 5 Co-Authors 3 single-authored 10 Zhu, Xuwen 6 Michael, Semhar 4 Maitra, Ranjan 4 Melnykov, Igor 4 Sarkar, Shuchismita 2 Melnykov, Yana 1 Ingrassia, Salvatore 1 Lahiri, Soumendra Nath 1 Miljkovic, Tatjana 1 Nettleton, Dan 1 Shen, Gang 1 Zheng, Rong all top 5 Serials 6 Advances in Data Analysis and Classification. ADAC 5 Computational Statistics and Data Analysis 4 Journal of Classification 2 Journal of Multivariate Analysis 2 Statistics & Probability Letters 2 Computational Statistics 1 Journal of the American Statistical Association 1 Communications in Statistics. Simulation and Computation 1 Journal of Machine Learning Research (JMLR) 1 Statistical Analysis and Data Mining 1 The Annals of Applied Statistics 1 Statistics Surveys 1 Sankhyā. Series B Fields 27 Statistics (62-XX) 6 Numerical analysis (65-XX) 3 Computer science (68-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Biology and other natural sciences (92-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 24 Publications have been cited 179 times in 118 Documents Cited by ▼ Year ▼ Finite mixture models and model-based clustering. Zbl 1190.62121Melnykov, Volodymyr; Maitra, Ranjan 60 2010 Initializing the EM algorithm in Gaussian mixture models with an unknown number of components. Zbl 1246.65025Melnykov, Volodymyr; Melnykov, Igor 20 2012 Manly transformation in finite mixture modeling. Zbl 1469.62184Zhu, Xuwen; Melnykov, Volodymyr 13 2018 Studying crime trends in the USA over the years 2000–2012. Zbl 1459.62220Melnykov, Volodymyr; Zhu, Xuwen 12 2019 On model-based clustering of skewed matrix data. Zbl 1395.62165Melnykov, Volodymyr; Zhu, Xuwen 11 2018 On parsimonious models for modeling matrix data. Zbl 07135537Sarkar, Shuchismita; Zhu, Xuwen; Melnykov, Volodymyr; Ingrassia, Salvatore 10 2020 On the distribution of posterior probabilities in finite mixture models with application in clustering. Zbl 1279.62114Melnykov, Volodymyr 9 2013 Model-based biclustering of clickstream data. Zbl 1468.62138Melnykov, Volodymyr 8 2016 On \(K\)-means algorithm with the use of Mahalanobis distances. Zbl 1284.62383Melnykov, Igor; Melnykov, Volodymyr 6 2014 Bootstrapping for significance of compact clusters in multidimensional datasets. Zbl 1261.62060Maitra, Ranjan; Melnykov, Volodymyr; Lahiri, Soumendra N. 5 2012 CARP: software for fishing out good clustering algorithms. Zbl 1280.68183Melnykov, Volodymyr; Maitra, Ranjan 4 2011 Semi-supervised model-based clustering with positive and negative constraints. Zbl 1414.62255Melnykov, Volodymyr; Melnykov, Igor; Michael, Semhar 4 2016 An effective strategy for initializing the EM algorithm in finite mixture models. Zbl 1414.62256Michael, Semhar; Melnykov, Volodymyr 3 2016 Probabilistic assessment of model-based clustering. Zbl 1414.62290Zhu, Xuwen; Melnykov, Volodymyr 3 2015 Studying complexity of model-based clustering. Zbl 1347.62116Michael, Semhar; Melnykov, Volodymyr 2 2016 Transformation mixture modeling for skewed data groups with heavy tails and scatter. Zbl 07315547Melnykov, Yana; Zhu, Xuwen; Melnykov, Volodymyr 1 2021 Accounting for spot matching uncertainty in the analysis of proteomics data from two-dimensional gel electrophoresis. Zbl 1230.92017Melnykov, Volodymyr; Maitra, Ranjan; Nettleton, Dan 1 2011 Studying contributions of variables to classification. Zbl 1381.62188Melnykov, Yana; Melnykov, Volodymyr; Zhu, Xuwen 1 2017 Clustering through empirical likelihood ratio. Zbl 1349.62278Melnykov, Volodymyr; Shen, Gang 1 2013 An extension of the \(K\)-means algorithm to clustering skewed data. Zbl 1417.62175Melnykov, Volodymyr; Zhu, Xuwen 1 2019 Finite mixture modeling of Gaussian regression time series with application to dendrochronology. Zbl 1364.62156Michael, Semhar; Melnykov, Volodymyr 1 2016 Clustering large datasets by merging \(K\)-means solutions. Zbl 07223591Melnykov, Volodymyr; Michael, Semhar 1 2020 Mixture modeling of data with multiple partial right-censoring levels. Zbl 1459.62183Michael, Semhar; Miljkovic, Tatjana; Melnykov, Volodymyr 1 2020 Tensor-variate finite mixture modeling for the analysis of university professor remuneration. Zbl 1477.62376Sarkar, Shuchismita; Melnykov, Volodymyr; Zhu, Xuwen 1 2021 Transformation mixture modeling for skewed data groups with heavy tails and scatter. Zbl 07315547Melnykov, Yana; Zhu, Xuwen; Melnykov, Volodymyr 1 2021 Tensor-variate finite mixture modeling for the analysis of university professor remuneration. Zbl 1477.62376Sarkar, Shuchismita; Melnykov, Volodymyr; Zhu, Xuwen 1 2021 On parsimonious models for modeling matrix data. Zbl 07135537Sarkar, Shuchismita; Zhu, Xuwen; Melnykov, Volodymyr; Ingrassia, Salvatore 10 2020 Clustering large datasets by merging \(K\)-means solutions. Zbl 07223591Melnykov, Volodymyr; Michael, Semhar 1 2020 Mixture modeling of data with multiple partial right-censoring levels. Zbl 1459.62183Michael, Semhar; Miljkovic, Tatjana; Melnykov, Volodymyr 1 2020 Studying crime trends in the USA over the years 2000–2012. Zbl 1459.62220Melnykov, Volodymyr; Zhu, Xuwen 12 2019 An extension of the \(K\)-means algorithm to clustering skewed data. Zbl 1417.62175Melnykov, Volodymyr; Zhu, Xuwen 1 2019 Manly transformation in finite mixture modeling. Zbl 1469.62184Zhu, Xuwen; Melnykov, Volodymyr 13 2018 On model-based clustering of skewed matrix data. Zbl 1395.62165Melnykov, Volodymyr; Zhu, Xuwen 11 2018 Studying contributions of variables to classification. Zbl 1381.62188Melnykov, Yana; Melnykov, Volodymyr; Zhu, Xuwen 1 2017 Model-based biclustering of clickstream data. Zbl 1468.62138Melnykov, Volodymyr 8 2016 Semi-supervised model-based clustering with positive and negative constraints. Zbl 1414.62255Melnykov, Volodymyr; Melnykov, Igor; Michael, Semhar 4 2016 An effective strategy for initializing the EM algorithm in finite mixture models. Zbl 1414.62256Michael, Semhar; Melnykov, Volodymyr 3 2016 Studying complexity of model-based clustering. Zbl 1347.62116Michael, Semhar; Melnykov, Volodymyr 2 2016 Finite mixture modeling of Gaussian regression time series with application to dendrochronology. Zbl 1364.62156Michael, Semhar; Melnykov, Volodymyr 1 2016 Probabilistic assessment of model-based clustering. Zbl 1414.62290Zhu, Xuwen; Melnykov, Volodymyr 3 2015 On \(K\)-means algorithm with the use of Mahalanobis distances. Zbl 1284.62383Melnykov, Igor; Melnykov, Volodymyr 6 2014 On the distribution of posterior probabilities in finite mixture models with application in clustering. Zbl 1279.62114Melnykov, Volodymyr 9 2013 Clustering through empirical likelihood ratio. Zbl 1349.62278Melnykov, Volodymyr; Shen, Gang 1 2013 Initializing the EM algorithm in Gaussian mixture models with an unknown number of components. Zbl 1246.65025Melnykov, Volodymyr; Melnykov, Igor 20 2012 Bootstrapping for significance of compact clusters in multidimensional datasets. Zbl 1261.62060Maitra, Ranjan; Melnykov, Volodymyr; Lahiri, Soumendra N. 5 2012 CARP: software for fishing out good clustering algorithms. Zbl 1280.68183Melnykov, Volodymyr; Maitra, Ranjan 4 2011 Accounting for spot matching uncertainty in the analysis of proteomics data from two-dimensional gel electrophoresis. Zbl 1230.92017Melnykov, Volodymyr; Maitra, Ranjan; Nettleton, Dan 1 2011 Finite mixture models and model-based clustering. Zbl 1190.62121Melnykov, Volodymyr; Maitra, Ranjan 60 2010 all cited Publications top 5 cited Publications all top 5 Cited by 196 Authors 22 Melnykov, Volodymyr 14 Zhu, Xuwen 10 McNicholas, Paul D. 9 Punzo, Antonio 7 Michael, Semhar 5 Lin, Tsung I. 5 Tomarchio, Salvatore D. 4 Galimberti, Giuliano 4 Maitra, Ranjan 4 Melnykov, Yana 4 Sarkar, Shuchismita 4 Soffritti, Gabriele 3 Arnold, Richard A. 3 Bagnato, Luca 3 Fernández, Daniel 3 Gallaugher, Michael P. B. 3 McLachlan, Geoffrey John 3 Melnykov, Igor 2 Biernacki, Christophe 2 Browne, Ryan P. 2 Costilla, Roy 2 Cybis, Gabriela Bettella 2 Ingrassia, Salvatore 2 Karlis, Dimitris 2 Lee, Sharon X. 2 Li, Jia 2 Liu, Ivy 2 Loperfido, Nicola M. R. 2 Maruotti, Antonello 2 Pittau, Maria Grazia 2 Pledger, Shirley 2 Subedi, Sanjeena 2 Valk, Marcio 2 Wang, Wan-Lun 2 Zelli, Roberto 1 Abdalla, Abdelbaset 1 Abe, Toshihiro 1 Abin, Ahmad Ali 1 Adhikari, Prem Raj 1 Ahn, Soohyun 1 Alata, Olivier 1 Alfò, Marco 1 Allassonnière, Stéphanie 1 Amirfakhrian, Majid 1 An, Yonghong 1 Arakelian, Veni 1 Ashlock, Daniel Abram 1 Balabdaoui, Fadoua 1 Bartošová, Jitka 1 Bashiri, Mohammad Ali 1 Beigy, Hamid 1 Bertoletti, Marco 1 Bielza, Concha 1 Bouguila, Nizar 1 Bouveyron, Charles 1 Brunet-Saumard, Camille 1 Caminhas, Walmir M. 1 Carrizosa, Emilio 1 Castro, Luis Mauricio 1 Cerioli, Andrea 1 Ceulemans, Eva 1 Chamroukhi, Faicel 1 Chen, Penghe 1 Chen, Wei-Chen 1 Chevallier, Juliette 1 Choi, Hyungwon 1 Churchill, Nathan W. 1 Comas-Cufí, Marc 1 de Campos, Mário Cesar M. M. 1 de Dieu Tapsoba, Jean 1 de M. Bomfim, Carlos H. 1 Deng, Xiaoyan 1 Fang, Yuan 1 Fop, Michael 1 Friel, Nial 1 Fuchs, Robin 1 Fumega, Ubirajara 1 Gastwirth, Joseph Lewis 1 Gau, Shiow-Lan 1 Ghiglietti, Andrea 1 Gillard, Jonathan W. 1 Guerra, Luis 1 Güzel, Ismail 1 Hardin, Johanna 1 Hasnat, Md. Abul 1 Henni, Khadidja 1 Hinde, John P. 1 Ho, Hsiu J. 1 Hofmans, Joeri 1 Hollmén, Jaakko 1 Hsieh, Wan-Chen 1 Hu, Shengwei 1 Huang, Chuangxia 1 Hui, Guodong 1 Hyvärinen, Aapo 1 Ieva, Francesca 1 Jacques, Julien 1 Jin, Dequan 1 Jocković, Jelena 1 Kanamori, Takafumi ...and 96 more Authors all top 5 Cited in 39 Serials 16 Advances in Data Analysis and Classification. ADAC 14 Computational Statistics and Data Analysis 13 Journal of Classification 8 Journal of Multivariate Analysis 8 Statistics and Computing 6 Computational Statistics 4 Journal of Statistical Computation and Simulation 3 Communications in Statistics. Theory and Methods 3 Journal of Machine Learning Research (JMLR) 3 Statistical Analysis and Data Mining 3 Journal of Computational and Graphical Statistics 2 Metron 2 Computers & Operations Research 2 Neural Computation 2 Communications in Statistics. Simulation and Computation 2 Statistical Modelling 2 Journal of Statistical Theory and Practice 2 Statistics Surveys 2 Sankhyā. Series B 1 The Canadian Journal of Statistics 1 Journal of the Franklin Institute 1 Metrika 1 Physica A 1 Applied Mathematics and Computation 1 Journal of Econometrics 1 Statistics & Probability Letters 1 Journal of Symbolic Computation 1 Econometric Reviews 1 Machine Learning 1 Pattern Recognition 1 Statistical Papers 1 Mathematical Problems in Engineering 1 Data Mining and Knowledge Discovery 1 Journal of Applied Statistics 1 ASTIN Bulletin 1 International Journal of Computational Methods 1 Statistical Methods and Applications 1 Journal of the Korean Statistical Society 1 The Annals of Applied Statistics all top 5 Cited in 18 Fields 111 Statistics (62-XX) 12 Computer science (68-XX) 10 Numerical analysis (65-XX) 6 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 Probability theory and stochastic processes (60-XX) 3 Operations research, mathematical programming (90-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Biology and other natural sciences (92-XX) 1 General and overarching topics; collections (00-XX) 1 History and biography (01-XX) 1 Algebraic geometry (14-XX) 1 Functions of a complex variable (30-XX) 1 Functional analysis (46-XX) 1 General topology (54-XX) 1 Algebraic topology (55-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Systems theory; control (93-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year