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stat.ML2025
Adaptively Truncated Signature-based Logistic Regression for Semi-parametric Functional Classification
Pengcheng Zeng, Siyuan Jiang
Modern sensing technologies routinely generate multi-dimensional functional data, often accompanied by scalar covariates, motivating statistical methods that can jointly accommodat…
cs.CV2025★ 2 cited
DeepFRC: An End-to-End Deep Learning Model for Functional Registration and Classification
Siyuan Jiang, Yihan Hu, Wenjie Li +1
Functional data, representing curves or trajectories, are ubiquitous in fields like biomedicine and motion analysis. A fundamental challenge is phase variability -- temporal misali…