Xiangxiang Xu | DeepAI

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Featured Co-authors

Junzhou Huang
106 publications
Lin Zhang
88 publications
Gregory W. Wornell
25 publications
Shao-Lun Huang
24 publications
Fei Ma
23 publications
Jiaxiang Wu
22 publications
Lizhong Zheng
15 publications
Lichen Wang
14 publications

∙ 09/18/2023

A Geometric Framework for Neural Feature Learning

We present a novel framework for learning system design based on neural ...

0 Xiangxiang Xu, et al. ∙

∙ 01/04/2023

Kernel Subspace and Feature Extraction

We study kernel methods in machine learning from the perspective of feat...

0 Xiangxiang Xu, et al. ∙

∙ 09/14/2021

On Distributed Learning with Constant Communication Bits

In this paper, we study a distributed learning problem constrained by co...

0 Xiangxiang Xu, et al. ∙

∙ 08/24/2021

Maximum Likelihood Estimation for Multimodal Learning with Missing Modality

Multimodal learning has achieved great successes in many scenarios. Comp...

0 Fei Ma, et al. ∙

∙ 10/08/2019

An Information-theoretic Approach to Unsupervised Feature Selection for High-Dimensional Data

In this paper, we propose an information-theoretic approach to design th...

0 Shao-Lun Huang, et al. ∙

∙ 06/30/2019

On the Sample Complexity of HGR Maximal Correlation Functions

The Hirschfeld-Gebelein-Rényi (HGR) maximal correlation and the correspo...

0 Shao-Lun Huang, et al. ∙

∙ 05/16/2019

An Information Theoretic Interpretation to Deep Neural Networks

It is commonly believed that the hidden layers of deep neural networks (...

0 Shao-Lun Huang, et al. ∙

∙ 11/22/2018

An Efficient Approach to Informative Feature Extraction from Multimodal Data

One primary focus in multimodal feature extraction is to find the repres...

0 Lichen Wang, et al. ∙

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