Multi-objective Automatic Clustering with Gene Rearrangement and Cluster Merging

2021 ◽  
pp. 87-127
Author(s):  
Hongchun Qu ◽  
Li Yin ◽  
Xiaoming Tang
Keyword(s):  
Gene Rearrangement ◽  
Multi Objective ◽  
Automatic Clustering ◽  
Cluster Merging

Shape automatic clustering-based multi-objective optimization with decomposition

2017 ◽  
Vol 28 (5-6) ◽  
pp. 497-508 ◽  
Author(s):  
Ruochen Liu ◽  
Ruinan Wang ◽  
Xin Yu ◽  
Lijia An
Keyword(s):  
Multi Objective Optimization ◽  
Multi Objective ◽  
Automatic Clustering

Automatic clustering using quantum-based multi-objective emperor penguin optimizer and its applications to image segmentation

2019 ◽  
Vol 34 (24) ◽  
pp. 1950193 ◽  
Author(s):  
Dinesh Kumar ◽  
Vijay Kumar ◽  
Rajani Kumari
Keyword(s):  
Image Segmentation ◽  
Fitness Function ◽  
Emperor Penguin ◽  
Schrödinger Equations ◽  
Cluster Centroid ◽  
Multi Objective ◽  
Automatic Clustering ◽  
Quantum Approach ◽  
Function Strategy ◽  
Threshold Setting

In this study, a novel quantum-based multi-objective is proposed using Schrödinger equations. The two new operations namely weighted cluster centroid computation and threshold setting are also introduced to refine cluster centroids. A novel fitness function strategy is also proposed for efficient searching. The proposed technique is compared with various well-known approaches. Experimental outcomes show that the proposed quantum approach outperforms other existing approaches.

scholarly journals Automatic Clustering Using Multi-objective Particle Swarm and Simulated Annealing

PLoS ONE ◽  
2015 ◽  
Vol 10 (7) ◽  
pp. e0130995 ◽  
Author(s):  
Ahmad Abubaker ◽  
Adam Baharum ◽  
Mahmoud Alrefaei
Keyword(s):  
Simulated Annealing ◽  
Particle Swarm ◽  
Multi Objective ◽  
Automatic Clustering

scholarly journals Multi-Objective Differential Evolution for Automatic Clustering with Application to Micro-Array Data Analysis

Sensors ◽  
2009 ◽  
Vol 9 (5) ◽  
pp. 3981-4004 ◽  
Author(s):  
Kaushik Suresh ◽  
Debarati Kundu ◽  
Sayan Ghosh ◽  
Swagatam Das ◽  
Ajith Abraham ◽  
...  
Keyword(s):  
Data Analysis ◽  
Differential Evolution ◽  
Array Data ◽  
Multi Objective ◽  
Automatic Clustering ◽  
Micro Array
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