Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application
Aiming at the inadequacy of Mahalanobis-Taguchi System(MTS), an improved MTS optimization model(MTSO) is proposed. The core idea is that a number of optimization objectives are proposed based on the purpose and characteristics of the data classification problem and optimization model is used for scr...
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Editorial Office of Aero Weaponry
2025-06-01
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| Series: | Hangkong bingqi |
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| Online Access: | https://www.aeroweaponry.avic.com/fileup/1673-5048/PDF/2025-0023.pdf |
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| author | Niu Junlei |
| author_facet | Niu Junlei |
| author_sort | Niu Junlei |
| collection | DOAJ |
| description | Aiming at the inadequacy of Mahalanobis-Taguchi System(MTS), an improved MTS optimization model(MTSO) is proposed. The core idea is that a number of optimization objectives are proposed based on the purpose and characteristics of the data classification problem and optimization model is used for screening important variables instead of orthogonal arrays and signal-noise-ratio. And a multi-class classification using improved MTS based on binary tree is proposed. Research the project of building binary tree, which makes a comprehensive consideration of capability of class partition and numbers of samples, according to characteristic of MTS. The experimental results show that the algorithm has a very short classification time and high identification rate, and is an effective multi-classification algorithm. |
| format | Article |
| id | doaj-art-92d76a9a363d4fce967155cf46b49630 |
| institution | DOAJ |
| issn | 1673-5048 |
| language | zho |
| publishDate | 2025-06-01 |
| publisher | Editorial Office of Aero Weaponry |
| record_format | Article |
| series | Hangkong bingqi |
| spelling | doaj-art-92d76a9a363d4fce967155cf46b496302025-08-20T03:21:32ZzhoEditorial Office of Aero WeaponryHangkong bingqi1673-50482025-06-0132312513110.12132/ISSN.1673-5048.2025.0023Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its ApplicationNiu Junlei0China Airborne Missile Academy, Luoyang 471009, ChinaAiming at the inadequacy of Mahalanobis-Taguchi System(MTS), an improved MTS optimization model(MTSO) is proposed. The core idea is that a number of optimization objectives are proposed based on the purpose and characteristics of the data classification problem and optimization model is used for screening important variables instead of orthogonal arrays and signal-noise-ratio. And a multi-class classification using improved MTS based on binary tree is proposed. Research the project of building binary tree, which makes a comprehensive consideration of capability of class partition and numbers of samples, according to characteristic of MTS. The experimental results show that the algorithm has a very short classification time and high identification rate, and is an effective multi-classification algorithm.https://www.aeroweaponry.avic.com/fileup/1673-5048/PDF/2025-0023.pdf|mahalanobis-taguchi system|binary tree|multi-class classification|dimensionality reduction |
| spellingShingle | Niu Junlei Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application Hangkong bingqi |mahalanobis-taguchi system|binary tree|multi-class classification|dimensionality reduction |
| title | Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application |
| title_full | Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application |
| title_fullStr | Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application |
| title_full_unstemmed | Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application |
| title_short | Multi-Class Classification Using Improved Mahalanobis-Taguchi System Based on Binary Tree and Its Application |
| title_sort | multi class classification using improved mahalanobis taguchi system based on binary tree and its application |
| topic | |mahalanobis-taguchi system|binary tree|multi-class classification|dimensionality reduction |
| url | https://www.aeroweaponry.avic.com/fileup/1673-5048/PDF/2025-0023.pdf |
| work_keys_str_mv | AT niujunlei multiclassclassificationusingimprovedmahalanobistaguchisystembasedonbinarytreeanditsapplication |