Angle-Based Hierarchical Classification Using Exact Label Embedding

DOI10.1080/01621459.2020.1801450OpenAlexW3048411551MaRDI QIDQ5885098

Xiaoling Lu, Yiwei Fan, Yu Feng Liu, Jun-Long Zhao

Publication date: 27 March 2023

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2007.11152

zbMATH Keywords

computational efficiencyhierarchical classificationlabel embeddingangle-based large-margin

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Statistical aspects of big data and data science (62R07)

Uses Software

• LIBSVM
• RCV1

Cites Work

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• Multicategory angle-based large-margin classification
• A survey of hierarchical classification across different application domains
• Multicategory vertex discriminant analysis for high-dimensional data
• Decision trees for hierarchical multi-label classification
• Evaluation measures for hierarchical classification: a unified view and novel approaches
• Generalization error for multi-class margin classification
• Feature Screening via Distance Correlation Learning
• Learning Theory
• Nonlinear vertex discriminant analysis with reproducing kernels
• On Large Margin Hierarchical Classification With Multiple Paths
• Hard or Soft Classification? Large-Margin Unified Machines
• Convexity, Classification, and Risk Bounds

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