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Invited Paper Session

Emerging Trends in Functional Data Analysis

Tue, Aug 4, 2:00 PM - 3:50 PM Room CC-103 Thomas M. Menino Convention & Exhibition Center

Hongxiao ZhuOrganizerHongxiao ZhuChair

American Public Health Association co: American Medical Informatics Associationco: Biometrics Section

5 Presentations

Additive Density Regression

2:05 PM - 2:25 PM

Sonja Greven (Humboldt-Universitaet Zu Berlin)

Co-authors: Sonja Greven (LMU)

Bayes Hilbert Space Distributional Regression Structured Additive Model Penalized Maximum Likelihood Estimation Mixed Densities Density-on-Scalar Regression

On Advances in Shape-Based Regression Models for Functional Data

2:25 PM - 2:45 PM

Yuexuan Wu (University of South Carolina)

Functional Data Analysis Statistical Shape Analysis Shape Regression Models Fisher-Rao Riemannian Metric Scalar-On-Shape Regression

Optimal federated learning for functional mean estimation under heterogeneous privacy constraints

2:45 PM - 3:05 PM

Tony Cai (University of Pennsylvania)

Differential Privacy Federated Learning Functional Mean Estimation Minimax Rates Privacy-Accuracy Trade-off

Regression for Dependent Functional/ Object Data using Statistical-AI Generative Models

3:05 PM - 3:25 PM

Edward Gunning (University of Pennsylvania)

Co-authors: Jeffrey Morris (University of Pennsylvania, Perelman School of Medicine)

Functional Data Analysis Self-Supervised Learning Dimension Reduction Generative Modeling Latent Modeling Multilevel Models

Smooth Flow Matching

3:25 PM - 3:45 PM

Anru Zhang (Duke University)

Co-authors: Jianbin Tan (Duke university), Anru Zhang (Duke University)

Copula Process Continuous Normalizing Flow Functional Data Generative Model Synthetic Data Analysis

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