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Dongmian Zou

Assistant Professor of Data Science at Duke Kunshan University
DKU Faculty

Scholarly Works - Book sections


Improving Hyperbolic Representations via Gromov-Wasserstein Regularization

Book section · January 1, 2025 Hyperbolic representations have shown remarkable efficacy in modeling inherent hierarchies and complexities within data structures. Hyperbolic neural networks have been commonly applied for learning such representations from data, but they often fall short ... Full text Cite

Lipschitz properties for deep convolutional networks

Book section · January 1, 2018 In this paper we discuss the stability properties of convolutional neural networks. Convolutional neural networks are widely used in machine learning. In classification they are mainly used as feature extractors. Ideally, we expect similar features when th ... Full text Cite

On Lipschitz inversion of nonlinear redundant representations

Book section · October 27, 2015 This volume contains the proceedings of the AMS Special Session on Harmonic Analysis and Its Applications held March 29-30, 2014, at the University of Maryland, Baltimore County, Baltimore, MD. It provides an in depth look at the many ... ... Link to item Cite