scholarly journals Adaptive Nonparametric Clustering

2019 ◽  
Vol 65 (8) ◽  
pp. 4875-4892 ◽  
Author(s):  
Kirill Efimov ◽  
Larisa Adamyan ◽  
Vladimir Spokoiny
Keyword(s):  
Nonparametric Clustering

scholarly journals Nonparametric clustering of functional data using pseudo-densities

2016 ◽  
Vol 10 (2) ◽  
pp. 2922-2972 ◽  
Author(s):  
Mattia Ciollaro ◽  
Christopher R. Genovese ◽  
Daren Wang
Keyword(s):  
Functional Data ◽  
Nonparametric Clustering

Asymptotic Analysis of a Nonparametric Clustering Technique

1972 ◽  
Vol C-21 (9) ◽  
pp. 967-974 ◽  
Author(s):  
Warren L. G. Koontz ◽  
Keinosuke Fukunaga
Keyword(s):  
Asymptotic Analysis ◽  
Clustering Technique ◽  
Nonparametric Clustering

scholarly journals Experimental evaluation of nonparametric clustering algorithms for image segmentation

2020 ◽  
Vol 223 ◽  
pp. 02008
Author(s):  
Yuriy Sinyavskiy ◽  
Sergey Rylov ◽  
Igor Pestunov
Keyword(s):  
Image Segmentation ◽  
Computational Efficiency ◽  
Experimental Evaluation ◽  
Clustering Algorithms ◽  
Multispectral Images ◽  
Digital Photographs ◽  
Software Packages ◽  
Nonparametric Clustering

Experimental evaluation of 12 nonparametric clustering algorithms for image segmentation was made. Algorithms developed in FRC ICT are compared to ones from ENVI, ELKI and Smile software packages. Seven model datasets were generated to estimate clustering accuracy. The computational efficiency was evaluated using digital photographs and fragments of multispectral images obtained from WorldView-2 satellite.

UNIC: A fast nonparametric clustering

2020 ◽  
Vol 100 ◽  
pp. 107117
Author(s):  
Nadiia Leopold ◽  
Oliver Rose
Keyword(s):  
Nonparametric Clustering
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