Scheme of optimal ensembles of clustering algorithms with a combined use of the Greedy Heuristics Method and a matched binary partitioning matrix

International Scientific Conference «AGRITECH-2019: Agribusiness, Environmental Engineering and Biotechnologies»

农业科学;生态环境科学;生物科学

Rozhnov, I.P.^1 ; Kazakovtsev, L.A.^1 ; Popov, A.M.^1

Reshetnev Siberian State University of Science and Technology, prosp. Krasnoyarskiy Rabochiy 31, Krasnoyarsk

660031, Russia^1

关键词: Greedy heuristics;    Industrial product;    Optimal ensemble;    Practical problems;   

Others  :  https://iopscience.iop.org/article/10.1088/1755-1315/315/3/032031/pdf
DOI  :  10.1088/1755-1315/315/3/032031

来源: IOP

【 摘 要 】

We propose a procedure for building optimal ensembles of automatic grouping (clustering) algorithms with a combined use of the genetic algorithm of the Greedy Heuristics Method and a matched binary partitioning matrix for practical problems. It is shown that our procedure allows us to increase the accuracy of separation of a mixed batch of industrial products into homogeneous batches.