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A Deep Drift-Diffusion Model for Image Aesthetic Score Distribution Prediction

Oct 15, 2020
Xin Jin, Xiqiao Li, Heng Huang, Xiaodong Li, Xinghui Zhou

* 13 pages, 8 pages 

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Boosting Ant Colony Optimization via Solution Prediction and Machine Learning

Jul 29, 2020
Yuan Sun, Sheng Wang, Yunzhuang Shen, Xiaodong Li, Andreas T. Ernst, Michael Kirley


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Generalization of Machine Learning for Problem Reduction: A Case Study on Travelling Salesman Problems

May 12, 2020
Yuan Sun, Andreas Ernst, Xiaodong Li, Jake Weiner


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Consistency of Spectral Clustering on Hierarchical Stochastic Block Models

Apr 30, 2020
Lihua Lei, Xiaodong Li, Xingmei Lou

* 34 pages, 6 figures 

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Nonconvex Matrix Completion with Linearly Parameterized Factors

Mar 29, 2020
Ji Chen, Xiaodong Li, Zongming Ma


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Aesthetic Attributes Assessment of Images

Jul 29, 2019
Xin Jin, Le Wu, Geng Zhao, Xiaodong Li, Xiaokun Zhang, Shiming Ge, Dongqing Zou, Bin Zhou, Xinghui Zhou

* to appear in ACM MM 2019, camera ready version 

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Facial Makeup Transfer Combining Illumination Transfer

Jul 08, 2019
Xin Jin, Rui Han, Ning Ning, Xiaodong Li, Xiaokun Zhang

* in IEEE Access, vol. 7, pp. 80928-80936, 2019 
* IEEE Access, conference short version: ISAIR2019 

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Nonconvex Rectangular Matrix Completion via Gradient Descent without $\ell_{2,\infty}$ Regularization

Jan 18, 2019
Ji Chen, Dekai Liu, Xiaodong Li


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Convex Relaxation Methods for Community Detection

Sep 30, 2018
Xiaodong Li, Yudong Chen, Jiaming Xu

* 22 pages 

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ILGNet: Inception Modules with Connected Local and Global Features for Efficient Image Aesthetic Quality Classification using Domain Adaptation

Apr 29, 2018
Xin Jin, Le Wu, Xiaodong Li, Xiaokun Zhang, Jingying Chi, Siwei Peng, Shiming Ge, Geng Zhao, Shuying Li

* under review, IET-Computer Vision, Previous WCSP2016 paper 

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Subspace Perspective on Canonical Correlation Analysis: Dimension Reduction and Minimax Rates

Jan 21, 2018
Zhuang Ma, Xiaodong Li


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Memory-efficient Kernel PCA via Partial Matrix Sampling and Nonconvex Optimization: a Model-free Analysis of Local Minima

Dec 26, 2017
Ji Chen, Xiaodong Li


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Predicting Aesthetic Score Distribution through Cumulative Jensen-Shannon Divergence

Nov 20, 2017
Xin Jin, Le Wu, Xiaodong Li, Siyu Chen, Siwei Peng, Jingying Chi, Shiming Ge, Chenggen Song, Geng Zhao

* AAAI Conference on Artificial Intelligence (AAAI), New Orleans, Louisiana, USA. 2-7 Feb. 2018 

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3D Textured Model Encryption via 3D Lu Chaotic Mapping

Sep 25, 2017
Xin Jin, Shuyun Zhu, Chaoen Xiao, Hongbo Sun, Xiaodong Li, Geng Zhao, Shiming Ge

* 13 pages, 7 figures, under review of SCIS 

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Single Reference Image based Scene Relighting via Material Guided Filtering

Aug 23, 2017
Xin Jin, Yannan Li, Ningning Liu, Xiaodong Li, Xianggang Jiang, Chaoen Xiao, Shiming Ge

* Best student paper award of ISAIR 2017 (International Symposium on Artificial Intelligence and Robotics), recommended to Optics and Laser Technology 

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Efficient Privacy Preserving Viola-Jones Type Object Detection via Random Base Image Representation

Mar 30, 2017
Xin Jin, Peng Yuan, Xiaodong Li, Chenggen Song, Shiming Ge, Geng Zhao, Yingya Chen

* 6 pages, 3 figures, To appear in the proceedings of the IEEE International Conference on Multimedia and Expo (ICME), Jul 10, 2017 - Jul 14, 2017, Hong Kong, Hong Kong 

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Convexified Modularity Maximization for Degree-corrected Stochastic Block Models

Jan 19, 2016
Yudong Chen, Xiaodong Li, Jiaming Xu


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Optimal Rates of Convergence for Noisy Sparse Phase Retrieval via Thresholded Wirtinger Flow

Jun 10, 2015
T. Tony Cai, Xiaodong Li, Zongming Ma

* 28 pages, 4 figures 

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Robust and computationally feasible community detection in the presence of arbitrary outlier nodes

Jun 03, 2015
T. Tony Cai, Xiaodong Li

* Annals of Statistics 2015, Vol. 43, No. 3, 1027-1059 
* Published at http://dx.doi.org/10.1214/14-AOS1290 in the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org

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Compressed Sensing and Matrix Completion with Constant Proportion of Corruptions

Jan 18, 2012
Xiaodong Li

* 26 pages 

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