Concepedia

Volodymyr Melnykov

VM

8

Publications

355

Citations

8

H-Index

2011

Active since

Affiliations

University of Alabama(Current)

South Dakota State University

Volodymyr Melnykov is an author at University of Alabama specializing in engineering, pattern recognition, and data science.

Top concepts

EngineeringPattern RecognitionData MiningData ScienceStatisticsKnowledge DiscoveryComputer ScienceCluster ComputingFunctional Data AnalysisBig Data

Publications per year

2011–2019

8

Publications

8

<b>MixSim</b>: An<i>R</i>Package for Simulating Data to Study Performance of Clustering Algorithms

Volodymyr Melnykov, Wei‐Chen Chen, Ranjan Maitra · Journal of Statistical Software · 2012 · 138 citations · Full text

Engineering, R Package Mixsim, Gaussian Mixtures +21

On -means algorithm with the use of Mahalanobis distances

Igor Melnykov, Volodymyr Melnykov · Statistics & Probability Letters · 2013 · 65 citations

Engineering, Geometric Algorithm, Pattern Recognition +4

An effective strategy for initializing the EM algorithm in finite mixture models

Semhar Michael, Volodymyr Melnykov · Advances in Data Analysis and Classification · 2016 · 40 citations

Em Algorithm, Effective Strategy, Statistical Signal Processing +8

Semi-supervised model-based clustering with positive and negative constraints

Volodymyr Melnykov, Igor Melnykov, Semhar Michael · Advances in Data Analysis and Classification · 2015 · 35 citations

Document Clustering, Engineering, Machine Learning +6

Clustering Large Datasets by Merging K-Means Solutions

Volodymyr Melnykov, Semhar Michael · Journal of Classification · 2019 · 23 citations

Cluster Computing, Document Clustering, Engineering +8

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