Multi-view fuzzy co-clustering algorithm for high-dimensional data classification
Multi-view clustering considers the diversity of different views and fuses these views to produce a more accurate and robust partition than single-view clustering. In this paper, we proposes a multi-view fuzzy co-clustering algorithm for high-dimensional data classification. We call MvFCoC algorithm...
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| Format: | Article |
| Language: | English |
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Nhà xuất bản Khoa học kỹ thuật
2023
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| Online Access: | https://dlic.huc.edu.vn/handle/HUC/3971 |
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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 | Multi-view clustering considers the diversity of different views and fuses these views to produce a more accurate and robust partition than single-view clustering. In this paper, we proposes a multi-view fuzzy co-clustering algorithm for high-dimensional data classification. We call MvFCoC algorithm. The proposed algorithm is demonstrated through experiments on benchmark data sets. The experimental results show that the clustering quality is better by evaluating using validity indexes in comparison with previous methods. |
| format | Article |
| id | hucDS-HUC-3971 |
| institution | Tài nguyên số |
| language | English |
| publishDate | 2023 |
| publisher | Nhà xuất bản Khoa học kỹ thuật |
| record_format | dspace |
| spellingShingle | Multi-view; Multi-view fuzzy clustering; Fuzzy co-clustering; High-dimensional data. Hội thảo khoa học Quốc gia Lê, Thị Cẩm Bình Pham, Van Nha Multi-view fuzzy co-clustering algorithm for high-dimensional data classification |
| title | Multi-view fuzzy co-clustering algorithm for high-dimensional data classification |
| title_full | Multi-view fuzzy co-clustering algorithm for high-dimensional data classification |
| title_fullStr | Multi-view fuzzy co-clustering algorithm for high-dimensional data classification |
| title_full_unstemmed | Multi-view fuzzy co-clustering algorithm for high-dimensional data classification |
| title_short | Multi-view fuzzy co-clustering algorithm for high-dimensional data classification |
| title_sort | multi view fuzzy co clustering algorithm for high dimensional data classification |
| topic | Multi-view; Multi-view fuzzy clustering; Fuzzy co-clustering; High-dimensional data. Hội thảo khoa học Quốc gia |
| topic_facet | Multi-view; Multi-view fuzzy clustering; Fuzzy co-clustering; High-dimensional data. Hội thảo khoa học Quốc gia |
| url | https://dlic.huc.edu.vn/handle/HUC/3971 |
| work_keys_str_mv | AT lethicambinh multiviewfuzzycoclusteringalgorithmforhighdimensionaldataclassification AT phamvannha multiviewfuzzycoclusteringalgorithmforhighdimensionaldataclassification |