Application of the Ensemble Clustering Algorithm in Solving the Problem of Segmentation of Users Taking Into Account Their Loyalty

2021 ◽  
Author(s):  
Pyotr Bochkaryov ◽  
Anna I. Guseva
Keyword(s):  
Clustering Algorithm ◽  
Ensemble Clustering

scholarly journals Evidence accumulation clustering using combinations of features

2019 ◽  
Author(s):  
William Wong ◽  
Naotsugu Tsuchiya
Keyword(s):  
Clustering Algorithm ◽  
Synthetic Data ◽  
New Method ◽  
Ensemble Clustering ◽  
Clustering Ensemble ◽  
Evidence Accumulation ◽  
Original Dataset ◽  
Cluster Data ◽  
Arbitrary Shapes

Evidence accumulation clustering (EAC) is an ensemble clustering algorithm that can cluster data for arbitrary shapes and numbers of clusters. Here, we present a variant of EAC in which we aimed to better cluster data with a large number of features, many of which may be uninformative. Our new method builds on the existing EAC algorithm by populating the clustering ensemble with clusterings based on combinations of fewer features than the original dataset at a time. Our method also calls for prewhitening the recombined data and weighting the influence of each individual clustering by an estimate of its informativeness. We provide code of an example implementation of the algorithm in Matlab and demonstrate its effectiveness compared to ordinary evidence accumulation clustering with synthetic data.

scholarly journals An unsupervised, ensemble clustering algorithm: A new approach for classification of X-ray sources

2008 ◽  
Vol 5 (4) ◽  
pp. 350-360 ◽  
Author(s):  
S.M. Hojnacki ◽  
G. Micela ◽  
S.M. LaLonde ◽  
E.D. Feigelson ◽  
J.H. Kastner
Keyword(s):  
Clustering Algorithm ◽  
Ensemble Clustering ◽  
New Approach ◽  
X Ray

scholarly journals Performance of an Ensemble Clustering Algorithm on Biological Data Sets

2011 ◽  
Vol 16 (1) ◽  
pp. 87-96 ◽  
Author(s):  
Harun Pirim ◽  
Dilip Gautam ◽  
Tanmay Bhowmik ◽  
Andy Perkins ◽  
Burak Ekşioglu ◽  
...  
Keyword(s):  
Clustering Algorithm ◽  
Biological Data ◽  
Data Sets ◽  
Ensemble Clustering
Sign in / Sign up

Export Citation Format

Share Document