Model of Optimal Centroids Approach for Multivariate Data Classification
Particle swarm optimization (PSO) is a population-based stochastic optimization algorithm. PSO was inspired by the natural behavior of birds and fish in migration and foraging for food. PSO is considered as a multidisciplinary optimization model that can be applied in various optimization problems....
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| Format: | Article |
| Language: | English |
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Trường Đại học Văn Hóa Hà Nội
2023
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| Online Access: | https://dlic.huc.edu.vn/handle/HUC/3989 |
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| author | Lê, Thị Cẩm Bình Pham, Van Nha |
| author_facet | Lê, Thị Cẩm Bình Pham, Van Nha |
| author_sort | Lê, Thị Cẩm Bình |
| collection | DSpaceHUC |
| description | Particle swarm optimization (PSO) is a population-based stochastic optimization algorithm. PSO was inspired by the natural behavior of birds and fish in migration and foraging for food. PSO is considered as a multidisciplinary optimization model that can be applied in various optimization problems. PSO's ideas are simple and easy to understand but PSO is only applied in simple model problems. We think that in order to expand the applicability of PSO in complex problems, PSO should be described more explicitly in the form of a mathematical model. In this paper, we represent PSO in a mathematical model and apply in the multivariate data classification. First, PSOS general mathematical model (MPSO) is analyzed as a universal optimization model. Then, Model of Optimal Centroids (MOC) is proposed for the multivariate data classification. Experiments were conducted on some benchmark data sets to prove the effectiveness of MOC compared with several proposed schemes. |
| format | Article |
| id | hucDS-HUC-3989 |
| institution | Tài nguyên số |
| language | English |
| publishDate | 2023 |
| publisher | Trường Đại học Văn Hóa Hà Nội |
| record_format | dspace |
| spellingShingle | Analysis of optimization, Artificial intelligence-based optimization, Optimization for learning and data analysis, Global optimization. Hội thảo khoa học quốc tế Lê, Thị Cẩm Bình Pham, Van Nha Model of Optimal Centroids Approach for Multivariate Data Classification |
| title | Model of Optimal Centroids Approach for Multivariate Data Classification |
| title_full | Model of Optimal Centroids Approach for Multivariate Data Classification |
| title_fullStr | Model of Optimal Centroids Approach for Multivariate Data Classification |
| title_full_unstemmed | Model of Optimal Centroids Approach for Multivariate Data Classification |
| title_short | Model of Optimal Centroids Approach for Multivariate Data Classification |
| title_sort | model of optimal centroids approach for multivariate data classification |
| topic | Analysis of optimization, Artificial intelligence-based optimization, Optimization for learning and data analysis, Global optimization. Hội thảo khoa học quốc tế |
| topic_facet | Analysis of optimization, Artificial intelligence-based optimization, Optimization for learning and data analysis, Global optimization. Hội thảo khoa học quốc tế |
| url | https://dlic.huc.edu.vn/handle/HUC/3989 |
| work_keys_str_mv | AT lethicambinh modelofoptimalcentroidsapproachformultivariatedataclassification AT phamvannha modelofoptimalcentroidsapproachformultivariatedataclassification |
Artificial intelligence and soft computing : behavioral and cognitive modeling of the human brain /