A Multi-population BRKGA for the Automatic Clustering Problem

Alexandre Lima,Alfredo Lima,Bruno Nogueira,Mário Santos,Rian G. S. Pinheiro

2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)（2021）

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摘要

The clustering problem, or grouping, has two variants. If the number of clusters is predefined, this problem is known as the Clustering Problem (CP) or k-Clustering Problem, but when the number of clusters is not defined, the problem is known as the Automatic Clustering Problem (ACP). This paper proposes a new multi-population Biased Random-Key Genetic Algorithm (BRKGA) for the ACP, considering th...

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关键词

Heuristic algorithms,Sociology,Clustering algorithms,Linear programming,Search problems,Decoding,Indexes

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