scholarly journals Proper Global Shared Preference Detection Based on Golden Section and Genetic Algorithm for Affinity Propagation Clustering

2016 ◽  
Vol 12 (8) ◽  
pp. 9807206 ◽  
Author(s):  
Libin Jiao ◽  
Rongfang Bie ◽  
Guangzhi Zhang ◽  
Shenling Wang ◽  
Rashid Mehmood
Keyword(s):  
Genetic Algorithm ◽  
Golden Section ◽  
Affinity Propagation ◽  
Affinity Propagation Clustering

scholarly journals Optimization of Traveling Salesman Problem Using Affinity Propagation Clustering and Genetic Algorithm

2015 ◽  
Vol 5 (4) ◽  
pp. 239-245 ◽  
Author(s):  
Ahmad Fouad El-Samak ◽  
Wesam Ashour
Keyword(s):  
Genetic Algorithm ◽  
Optimization Problems ◽  
Optimal Solution ◽  
Solution Space ◽  
Affinity Propagation ◽  
Computational Time ◽  
Combinatorial Optimization Problems ◽  
Affinity Propagation Clustering ◽  
Core Idea ◽  
Computation Algorithms

Abstract Combinatorial optimization problems, such as travel salesman problem, are usually NP-hard and the solution space of this problem is very large. Therefore the set of feasible solutions cannot be evaluated one by one. The simple genetic algorithm is one of the most used evolutionary computation algorithms, that give a good solution for TSP, however, it takes much computational time. In this paper, Affinity Propagation Clustering Technique (AP) is used to optimize the performance of the Genetic Algorithm (GA) for solving TSP. The core idea, which is clustering cities into smaller clusters and solving each cluster using GA separately, thus the access to the optimal solution will be in less computational time. Numerical experiments show that the proposed algorithm can give a good results for TSP problem more than the simple GA.

scholarly journals Local and global approaches of affinity propagation clustering for large scale data

2008 ◽  
Vol 9 (10) ◽  
pp. 1373-1381 ◽  
Author(s):  
Ding-yin Xia ◽  
Fei Wu ◽  
Xu-qing Zhang ◽  
Yue-ting Zhuang
Keyword(s):  
Large Scale ◽  
Affinity Propagation ◽  
Large Scale Data ◽  
Affinity Propagation Clustering ◽  
Scale Data

Fast affinity propagation clustering based on incomplete similarity matrix

2016 ◽  
Vol 51 (3) ◽  
pp. 941-963 ◽  
Author(s):  
Leilei Sun ◽  
Chonghui Guo ◽  
Chuanren Liu ◽  
Hui Xiong
Keyword(s):  
Affinity Propagation ◽  
Similarity Matrix ◽  
Affinity Propagation Clustering ◽  
Incomplete Similarity
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