Sections
Left Column
Image Caption
YAO, Yuan
姚遠
(PhD University of California at Berkeley)
Phone: (852) 2358 7461Email: yuany@ust.hk
Office: Room 3430
Home Page
Right Column
Image
Image
Professor
Research Interests
Topological & geometric methods in data analysis, statistical machine learning, applications in computer and life sciencesTeaching
- MAFS6010Z Artificial Intelligence in Fintech
- MATH1013 Calculus IB
Selected Publications
Article
-
Exploring structural sparsity of deep networks via inverse scale spaces
- Author(s): Fu, Yanwei; Liu, Chen; Li, Donghao; Zhong, Zuyuan; Sun, Xinwei; Zeng, Jinshan; Yao, Yuan
- Source: IEEE Transactions on Pattern Analysis and Machine Intelligence, 22 April 2022, article number 9762064
- Year: 2022
-
RPnet: a reverse-projection-based neural network for coarse-graining metastable conformational states for protein dynamics
- Author(s): Gu, Hanlin; Wang, Wei; Cao, Siqin; Unarta, Ilona Christy; Yao, Yuan; Sheong, Fu Kit; Huang, Xuhui
- Source: Physical Chemistry Chemical Physics, v. 24, (3), Jan 2022, p. 1462-1474
- Year: 2022
-
Unveiling the "template-Dependent" Inhibition on the Viral Transcription of SARS-CoV-2
- Author(s): Luo, Xueying; Wang, Xiaowei; Yao, Yuan; Gao, Xin; Zhang, Lu
- Source: Journal of Physical Chemistry Letters, v. 13, (31), 30 July 2022, p. 7197-7205
- Year: 2022
-
How to Trust Unlabeled Data? Instance Credibility Inference for Few-Shot Learning
- Author(s): Wang, Yikai; Zhang, Li; Yao, Yuan; Fu, Yanwei
- Source: IEEE Transactions on Pattern Analysis and Machine Intelligence, v. 44, (10), October 2022, article number 9446583, p. 6240-6253
- Year: 2021
-
On ADMM in Deep Learning: Convergence and Saturation-Avoidance
- Author(s): Zeng, Jinshan; Lin, Shao-Bo; Yao, Yuan; Zhou, Ding-Xuan
- Source: Journal of Machine Learning Research, v. 22, 2021, article number 199
- Year: 2021
-
Fast Stochastic Ordinal Embedding with Variance Reduction and Adaptive Step Size
- Author(s): Ma, Ke; Zeng, Jinshan; Xiong, Jiechao; Xu, Qianqian; Cao, Xiaochun; Liu, Wei; Yao, Yuan
- Source: IEEE Transactions on Knowledge and Data Engineering, v. 33, (6), June 2021, article number 8918070, p. 2467-2478
- Year: 2021
-
How to trust unlabeled data Instance Credibility Inference for Few-Shot Learning
- Author(s): Wang, Yikai; Zhang, Li; Yao, Yuan; Fu, Yanwei
- Source: IEEE Transactions on Pattern Analysis and Machine Intelligence, 3 June 2021
- Year: 2021
-
Evaluating Visual Properties via Robust HodgeRank
- Author(s): Xu, Qianqian; Xiong, Jiechao; Cao, Xiaochun; Huang, Qingming; Yao, Yuan
- Source: International Journal of Computer Vision, v. 129, March 2021, p. 1732-1753
- Year: 2021
-
Generative Adversarial Nets for Robust Scatter Estimation: A Proper Scoring Rule Perspective
- Author(s): Gao, Chao; Yao, Yuan; Zhu, Weizhi
- Source: Journal of Machine Learning Research, v. 21, 2020, article number 1
- Year: 2020
-
Rethinking Breiman's Dilemma in Neural Networks: Phase Transitions of Margin Dynamics
- Author(s): Zhu, Weizhi; Haung, Yifei; Yao, Yuan
- Source: Frontiers in Applied Mathematics and Statistics, v. 6, 30 October 2020, article number 575073
- Year: 2020
-
Learning the Mapping x↦∑i=1dx2i: the Cost of Finding the Needle in a Haystack
- Author(s): Zhang, Jiefu; Zepeda‑núñez, Leonardo; Yao, Yuan; Lin, Lin
- Source: Communications on Applied Mathematics and Computation, v. 3, 2021, p. 313-315
- Year: 2020
-
Not All Samples are Trustworthy: Towards Deep Robust SVP Prediction
- Author(s): Xu, Qianqian; Yang, Zhiyong; Jiang, Yangbangyan; Cao, Xiaochun; Yao, Yuan; Huang, Qingming
- Source: IEEE Transactions on Pattern Analysis and Machine Intelligence, 29 December 2020
- Year: 2020
-
Boosting with Structural Sparsity: A Differential Inclusion Approach
- Author(s): Huang, Chendi; Sun, Xinwei; Xiong, Jiechao; Yao, Yuan
- Source: Applied and Computational Harmonic Analysis, v. 48, (1), January 2020, p. 1-45
- Year: 2020
-
On Global Linear Convergence in Stochastic Nonconvex Optimization for Semidefinite Programming
- Author(s): Zeng, Jinshan; Ma, Ke; Yao, Yuan
- Source: IEEE Transactions on Signal Processing, v. 67, (16), August 2019, article number 8752037, p. 4261-4275
- Year: 2019
-
From Social to Individuals: A Parsimonious Path of Multi-Level Models for Crowdsourced Preference Aggregation
- Author(s): Xu, Qianqian; Xiong, Jiechao; Cao, Xiaochun; Huang, Qingming; Yao, Yuan
- Source: IEEE Transactions on Pattern Analysis and Machine Intelligence, v. 41, (4), April 2019, article number 8319957, p. 844-856
- Year: 2019
-
End-point Sampling
- Author(s): Yao, Yuan; Yu, Wen; Chen, Kani
- Source: Statistica Sinica. , v. 27, (1), January 2017, p. 415-435
- Year: 2017
-
Learning rates of regression with q-norm loss and threshold
- Author(s): Hu, Ting; Yao, Yuan
- Source: Analysis and Applications. , v. 14, (6), November 2016, p. 809-827
- Year: 2016
-
Robust Subjective Visual Property Prediction from Crowdsourced Pairwise Labels
- Author(s): Fu, Yanwei; Hospedales, Timothy M.; Xiang, Tao; Xiong, Jiechao; Gong, Shaogang; Wang, Yizhou; Yao, Yuan
- Source: IEEE Transactions on Pattern Analysis and Machine Intelligence. , v. 38, (3), March 2016, article number 7159107, p. 563-577
- Year: 2016
-
Geometric tight frame based stylometry for art authentication of van Gogh paintings
- Author(s): Liu, Haixia; Chan, Raymond; Yao, Yuan
- Source: Applied and Computational Harmonic Analysis. , v. 41, (2), September 2016, p. 590-602
- Year: 2016
-
Analysis of Crowdsourced Sampling Strategies for HodgeRank with Sparse Random Graphs
- Author(s): Osting, Braxton; Xiong, Jiechao; Xu, Qianqian; Yao, Yuan
- Source: Applied and Computational Harmonic Analysis. , v. 41, (2), September 2016, p. 540-560
- Year: 2016
-
Sparse recovery via differential inclusions
- Author(s): Osher, Stanley J.; Ruan, Feng; Xiong, Jiechao; Yao, Yuan; Yin, Wotao
- Source: In Applied and Computational Harmonic Analysis. , v. 41, (2), September 2016, p. 436-469
- Year: 2016
-
Efficacy of fixed filtration for rapid kVp-switching dual energy x-ray systems
- Author(s): Yao, Yuan; Wang, Adam; Pelc, Norbert J.
- Source: Medical Physics. , v. 41, (3), 2014, article number 031914
- Year: 2014
-
Online hodgerank on random graphs for crowdsourceable QoE evaluation
- Author(s): Xu, Qianqian; Xiong, Jiechao; Huang, Qingming; Yao, Yuan
- Source: IEEE Transactions on Multimedia. , v. 16, (2), February 2014, article number 6675048, p. 373-386
- Year: 2014
-
Online learning as stochastic approximation of regularization paths: Optimality and almost-sure convergence
- Author(s): Tarres, Pierre; Yao, Yuan
- Source: IEEE Transactions on Information Theory. , v. 60, (9), 2014, article number 6842642, p. 5716-5735
- Year: 2014
-
Compressive network analysis
- Author(s): Jiang, Xiaoye; Yao, Yuan; Liu, Han; Guibas, Leonidas J.
- Source: IEEE Transactions on Automatic Control. , v. 59, (11), November 2014, article number 6883133, p. 2946-2961
- Year: 2014
-
The Landscape of Complex Networks: Critical Nodes and A Hierarchical Decomposition
- Author(s): Weinan, E.; Lu, Jianfeng; Yao, Yuan
- Source: Methods and Applications of Analysis. , v. 20, (4), p. 383-404, 2013
- Year: 2013
-
Hierarchical Nystrom methods for constructing Markov state models for conformational dynamics
- Author(s): Yao, Yuan; Cui, Raymond Z.; Bowman, Gregory R.; Silva, Daniel-Adriano; Sun, Jian; Huang, Xuhui
- Source: Journal of Chemical Physics. , v. 138, (17), May 2013, article number 174106
- Year: 2013
-
Property Management in Wireless Sensor Networks with Overcomplete Radon Bases
- Author(s): Jiang, Xiaoye; Li, Mo; Guibas, Leonidas J.; Yao, Yuan
- Source: ACM Transactions on Sensor Networks. , v.9, (3), May 2013, article number 2480739
- Year: 2013
-
HodgeRank on random graphs for subjective video quality assessment
- Author(s): Xu, Qianqian; Huang, Qingming; Jiang, Tingting; Yan, Bowei; Lin, Weisi; Yao, Yuan
- Source: IEEE Transactions on Multimedia. , v. 14, (3), PART 2, 2012, p. 844-857, Article number 6170000
- Year: 2012
-
Statistical Ranking and Combinatorial Hodge Theory
- Author(s): Jiang, Xiaoye; Lim, Lek Heng; Yao, Yuan; Du, Dingzhu
- Source: Mathematical Programming. , v. 127, (1), Issue SI, March 2011, p. 203-244
- Year: 2011
-
On Complexity Issue of Online Learning Algorithms
- Author(s): Yao, Yuan
- Source: IEEE Transactions on Information Theory. , v. 56, (12), December 2010, p. 6470-6481, Article number 5625646
- Year: 2010
-
Cross-validation based adaptation for regularization operators in learning theory
- Author(s): Caponnetto, Andrea; Yao, Yuan
- Source: Analysis and Applications. , v. 8, (2), 2010, April, p. 161-183
- Year: 2010
-
Topological Methods for Exploring Low-density States on Biomolecular Folding Pathways
- Author(s): Yao, Yuan; Sun, Jian; Huang, Xuhui; Bowman, Gregory R.; Singh, Gurjeet; Lesnick, Michael; Guibas, Leonidas J.; Pande, Vijay S.; Carlsson, Gunnar
- Source: The Journal of Chemical Physics. , v. 130, (14), 2009, April, Article number 144115
- Year: 2009
-
Structural Insight into RNA Hairpin Folding Intermediates
- Author(s): Bowman, Gregory R.; Huang, Xuhui; Yao, Yuan; Sun, Jian; Carlsson, Gunnar; Guibas, Leonidas J.; Pande, Vijay S.
- Source: Journal American Chemistry Society. , v. 130, (30), 2008, Jul, p. 9676–9678
- Year: 2008
-
On Early Stopping in Gradient Descent Learning
- Author(s): Yao, Yuan; Rosasco, Lorenzo; Caponnetto, Andrea
- Source: Constructive Approximation. , v. 26, (2), August 2007, p. 289-315
- Year: 2007
-
Online Learning Algorithms
- Author(s): Smale, Steve; Yao, Yuan
- Source: Foundations of Computational Mathematics. , v. 6, (2), April 2006, p. 145-170
- Year: 2006
-
Combining flat and structured representations for fingerprint classification with recursive neural networks and support vector machines
- Author(s): Yao, Yuan; Marcialis, Gian Luca; Pontil, Massimiliano; Frasconi, Paolo; Roli, Fabio
- Source: Pattern Recognition. , v. 36, (2), February 2003, p. 397-406, article number PII S0031-3203(02)00039-0
- Year: 2003
-
Global optimal robust controller design
- Author(s): Li, Lianfeng; Wang, Guangxiong; Yao, Yuan
- Source: Kongzhi Lilun Yu Yingyong/Control Theory and Applications. , v. 18, (2), April 2001, p. 266
- Year: 2001
-
Morphological reconstruction for color image implemented by cellular neural networks
- Author(s): Yao, Yuan; Wang, Guangxiong; Zhang, Tianwen
- Source: Jisuanji Xuebao/Chinese Journal of Computers. , v. 22, (7), July 1999, p. 727-732
- Year: 1999
-
Application of Fuzzy Cellular Neural Networks to Stone Inscription Reconstruction in Chinese Calligraphy
- Author(s): Yao, Yuan; Wang, Guangxiong; Zhang, Tianwen
- Source: Journal of Computer Research and Development. , v. 36, (3), p.282-286, 1999
- Year: 1999
-
On the Application Problem of the Gap Metric for SISO Systems
- Author(s): Yao, Yuan; Li, Lianfeng; Bao, Gejun
- Source: Journal of Harbin Institute of Technology. , v. 31, (6), p. 19-21, 1999
- Year: 1999
-
FEM-Based Modeling in Servo Design
- Author(s): Yao, Yuan; Luo, Jing
- Source: Electric Machine and Control. , v. 2, (2), p. 108-111, 1998
- Year: 1998
Book
-
A Dynamic Theory of Learning
- Author(s): Yao, Yuan
- Source: A Dynamic Theory of Learning. , Yao, Yuan. Verlag Dr. Muller, 2008
- Year: 2008
Book chapter
-
A Tutorial on Libra : R Package for the Linearized Bregman Algorithm in High-Dimensional Statistics
- Author(s): Xiong, Jiechao; Ruan, Feng; Yao, Yuan
- Source: Handbook of Big Data Analytics / Editors Wolfgang Karl Härdle, Henry Horng-Shing Lu, Xiaotong Shen. Switzerland : Springer, 2018, p. 425-453, Ch. 17. Book series: Springer Handbooks of Computational Statistics, v. 7286
- Year: 2018
Conference paper
-
Deep Partial Rank Aggregation for Personalized Attributes
- Author(s): Xu, Qianqian; Yang, Zhiyong; Chen, Zuyao; Jiang, Yangbangyan; Cao, Xiaochun; Yao, Yuan; Huang, Qingming
- Source: AAAI Conference on Artificial Intelligence, v. 35, 2021, p. 678-688
- Year: 2021
-
Adversarial Robustness of Stabilized Neural ODEs Might be from Obfuscated Gradients.
- Author(s): Huang, Yifei; Yu, Yaodong; Zhang, Hongyang; Ma, Yi; Yao, Yuan
- Source: , MSML21: Mathematical and Scientific Machine Learning, Virtual; Lausanne, Switzerland, 16 - 19 August 2021
- Year: 2021
-
Deep Partial Rank Aggregation for Personalized Attribute
- Author(s): Xu, qianqian; Yao, Yuan; Huang, Qingming
- Source: , 35th AAAI Conference on Artificial Intelligence, AAAI-2021, Vancouver, Canada (Online), 2-9 February 2021
- Year: 2021
-
StrokeGAN: Reducing Mode Collapse in Chinese Font Generation via Stroke Encoding
- Author(s): Zeng, Jinshan; Chen, Qi; Yao, Yuan
- Source: , 35th AAAI Conference on Artificial Intelligence, AAAI-2021, Vancouver, Canada (Online), 2-9 February 2021
- Year: 2021
-
Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics
- Author(s): Wu, Bingzhe; Chen, Chaochao; Zhao, Shiwan; Chen,Cen; Yao, Yuan; Sun, Guangyu; Wang, Li; Zhang, Xiaolu; Zhou, Jun
- Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 34, (4), 2020, p. 6372-6379
- Year: 2020
-
Characterizing Membership Privacy in Stochastic Gradient Langevin Dynamics.
- Author(s): Wu, Bingzhe; Chen, Chaochao; Zhao, Shiwan; Cgen,Cen; Yao, Yuan; Sun, Guangyu; Wang, Li; Zhang, Xiaolu; Zhou, Jun
- Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 34, (4), April 2020, p. 6372-6379
- Year: 2020
-
Who Likes What? – SplitLBI in Exploring Preferential Diversity of Ratings
- Author(s): Xu, Qianqian; Yao, Yuan
- Source: Proceedings of the AAAI Conference on Artificial Intelligence, v. 34, (1), April 2020, p. 262-269
- Year: 2020
-
DessiLBI: Exploring Structural Sparsity of Deep Networks via Differential Inclusion Paths
- Author(s): Fu, Yanwei; Li, Donghao; Yao, Yuan
- Source: , 37th International Conference on Machine Learning, ICML 2020, Vienna, Austria (Online), 12-18 July 2020
- Year: 2020
-
Global convergence of block coordinate descent in deep learning
- Author(s): Zeng, Jinshan ; Lau, Tim Tsz Kit; Lin, Shao Bo; Yao, Yuan
- Source: 36th International Conference on Machine Learning, ICML 2019, v. 2019, June 2019, p. 12685-12711
- Year: 2019
-
Deep robust subjective visual property prediction in crowdsourcing
- Author(s): Xu, Qianqian; Yang, Zhiyong; Jiang, Yangbangyan; Cao, Xiaochun; Huang, Qingming; Yao, Yuan
- Source: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, v. 2019, June 2019, article number 8954022, p. 8985-8993
- Year: 2019
-
iSplit LBI: Individualized Partial Ranking with Ties via Split LBI
- Author(s): Xu, Qianqian; Sun, Xinwei; Yang, Zhiyong; Cao, Xiaochun; Huang, Qingming; Yao, Yuan
- Source: , Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019, Vancuver, Canada, 8-14 December 2019
- Year: 2019
-
Robust Estimation And Generative Adversarial Networks
- Author(s): Gao, Chao; Liu, Jiyi; Yao, Yuan ; Zhu, Weizhi
- Source: International Conference on Learning Representations 2019, Ernest N. Morial Convention Center, New Orleans, 6 - 9 May 2019
- Year: 2019
-
Zero-shot learning via recurrent knowledge transfer
- Author(s): Zhao, Bo; Sun, Xinwei; Hong, Xiaopeng; Yao, Yuan ; Wang, Yizhou
- Source: Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019, March 2019, article number 8658396, p. 1308-1317
- Year: 2019
-
Data-driven tight frame for Cryo-EM image denoising and conformational classification
- Author(s): Xian, Yin ; Gu, Hanlin ; Wang, Wei CHEM; Huang, Xuhui CHEM; Yao, Yuan ; Wang, Yang ; Cai, Jianfeng
- Source: 2018 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2018 - Proceedings, February 2019, article number 8646614, p. 544-548
- Year: 2019
-
Polyimide-Based Flexible 3-Coil Inductive Link Design and Optimization
- Author(s): Yao, Yuan ECE; Meng, Xiaodong ECE; Tsui, Chi Ying ECE; Ki, Wing Hung ECE
- Source: 2018 IEEE Asia Pacific Conference on Circuits and Systems, APCCAS 2018, 8 January 2019, article number 8605614, p. 505-508
- Year: 2019
-
A proximal block coordinate descent algorithm for deep neural network training
- Author(s): Lau, Tim Tsz Kit ; Zeng, Jinshan; Wu, Baoyuan; Yao, Yuan
- Source: 6th International Conference on Learning Representations, ICLR 2018 - Workshop Track Proceedings, 2018
- Year: 2018
-
A unified dynamic approach to sparse model selection
- Author(s): Huang, Chendi; Yao, Yuan
- Source: International Conference on Artificial Intelligence and Statistics, AISTATS 2018, 2018, p. 2047-2055
- Year: 2018
-
A margin-based MLE for crowdsourced partial ranking
- Author(s): Xu, Qianqian; Xiong, Jiechao; Sun, Xinwei; Yang, Zhiyong; Cao, Xiaochun; Huang, Qingming; Yao, Yuan
- Source: MM 2018 - Proceedings of the 2018 ACM Multimedia Conference, 15 October 2018, p. 591-599
- Year: 2018
-
MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning
- Author(s): Zhao, Bo; Sun, Xinwei; Fu, Yanwei; Yao, Yuan ; Wang, Yizhou
- Source: 35th International Conference on Machine Learning, ICML 2018, v. 13, 2018, p. 9421-9432
- Year: 2018
-
Stochastic Non-Convex Ordinal Embedding with Stabilized Barzilai-Borwein Step Size
- Author(s): Ma, ke; Zeng, jinshan ; Xiong, jiechao; Xu, qianqian; Cao, xiaochun; Liu, wei; Yao, Yuan
- Source: The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18), New Orleans, Louisiana, 2-7 February 2018
- Year: 2018
-
HodgeRank with Information Maximization for Crowdsourced Pairwise Ranking Aggregation
- Author(s): Xu, qianqian; Xiong, jiechao; Chen, xi; Huang, qingming; Yao, Yuan
- Source: The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18), New Orleans, Louisiana, 2-7 February 2018
- Year: 2018
-
Finding Global Optima in Nonconvex Stochastic Semidefinite Optimization with Variance Reduction
- Author(s): Zeng, jinshan ; Ma, ke; Yao, Yuan
- Source: The 21st International Conference on Artificial Intelligence and Statistics (AISTATS 2018), Playa Blanca, Lanzarote, Canary Islands, 9-11 April 2018
- Year: 2018
-
FDR-HS: An Empirical Bayesian Identification of Heterogenous Features in Neuroimage Analysis
- Author(s): Sun, Xinwei; Hu, Lingjing; Zhang, Fandong; Yao, Yuan ; Wang, Yizhou
- Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v. 11070 LNCS, 2018, p. 611-619
- Year: 2018
-
Accelerated Block Coordinate Proximal Gradients with Applications in High Dimensional Statistics
- Author(s): Lau, tsz kit ; Yao, Yuan
- Source: The Thirty-first Annual Conference on Neural Information Processing Systems (NIPS 2017): The 10th NIPS Workshop on Optimization for Machine Learning (OPT2017), Long Beach, California, USA, 4-9 December 2017
- Year: 2017
-
GSplit LBI:: Taming the Procedural Bias in Neuroimaging for Disease Prediction
- Author(s): Sun, Xinwei; Hu, Lingjing; Yao, Yuan; Wang, Yizhou
- Source: Lecture Notes in Computer Science. , v. 10435, 2017, p. 107-115
- Year: 2017
-
Exploring Outliers in Crowdsourced Ranking for QoE
- Author(s): Xu, Qianqian ; Yan, Ming ; Huang, Chendi ; Xiong, Jiechao ; Huang, Qingming ; Yao, Yuan
- Source: MM 2017 - Proceedings of the 2017 ACM Multimedia Conference. , October 2017, p. 1540-1548
- Year: 2017
-
False Discovery Rate Control and Statistical Quality Assessment of Annotators in Crowdsourced Ranking
- Author(s): Xu, Qianqian; Xiong, Jiechao; Cao, Xiaochun; Yao, Yuan
- Source: 33rd International Conference on Machine Learning, ICML 2016. , v. 3, 2016, p. 1947-1956
- Year: 2016
-
Split LBI: An Iterative Regularization Path with Structural Sparsity
- Author(s): Huang, Chendi; Sun, Xinwei; Xiong, Jiechao; Yao, Yuan
- Source: Advances in Neural Information Processing Systems. , 2016, p. 3377-3385
- Year: 2016
-
Parsimonious Mixed-Effects HodgeRank for Crowdsourced Preference Aggregation
- Author(s): Xu, Qianqian; Xiong, Jiechao; Cao, Xiaochun; Yao, Yuan
- Source: Proceedings of the 2016 ACM on Multimedia Conference. , 2016, p. 841-850
- Year: 2016
-
Discerning tactical patterns for professional soccer teams: An enhanced topic model with applications
- Author(s): Wang, Qing; Zhu, Hengshu; Hu, Wei; Shen, Zhiyong; Yao, Yuan
- Source: Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. , v. 2015-August, 2015, Aug, p. 2197-2206
- Year: 2015
-
A Dynamic Approach to Variable Selection in High Dimensional Statistics – with R package Libra
- Author(s): Yao, Yuan
- Year: 2015
-
Interestingness prediction by robust learning to rank
- Author(s): Fu, Yanwei; Hospedales, Timothy M.; Xiang, Tao; Gong, Shaogang; Yao, Yuan
- Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 8690 LNCS, Issue Part 2, p. 488-503, 2014
- Year: 2014
-
Robust evaluation for quality of experience in crowdsourcing
- Author(s): Xu, Qianqian; Xiong, Jiechao; Huang, Qingming; Yao, Yuan
- Source: MM 2013 - Proceedings of the 2013 ACM Multimedia Conference. , p. 43-52, 2013
- Year: 2013
-
On Early Stopping and Path Consistency of Bregman Iteration
- Author(s): Yao, Yuan
- Source: International Conference on Learning Theory, Shaoxing, China. , 2013 13 Sep
- Year: 2013
-
Hodge Theory and Applications in Data Analysis
- Author(s): Yao, Yuan
- Source: SIAM Conference on Applied Algebraic Geometry, Colorado State University. , 2013, 1 Aug
- Year: 2013
-
Robust Ranking with Hodge Decomposition
- Author(s): Yao, Yuan
- Source: International Conference on Approximation Theory and Applications, Hong Kong. , May 27, 2013
- Year: 2013
-
Liver imaging: Image quality evaluation and comparison between single and dual energy protocols
- Author(s): Yao, Yuan; Megibow, Alec Jeffrey; Pelc, Norbert J.
- Source: Progress in Biomedical Optics and Imaging - Proceedings of SPIE. , v. 8668, 2013, 86681V
- Year: 2013
-
Online crowdsourcing subjective image quality assessment
- Author(s): Xu, Qianqian; Huang, Qingming; Yao, Yuan
- Source: MM 2012 - Proceedings of the 20th ACM International Conference on Multimedia. , 2012, p. 359-368
- Year: 2012
-
Phase transitions in robust ranking
- Author(s): Cheng, Xiuyuan; Xiong, Jiechao; Yao, Yuan
- Year: 2012
-
Detecting Network Cliques with Radon Basis Pursuit
- Author(s): Jiang, Xiaoye; Yao, Yuan; Liu, Han; Guibas, Leonidas J.
- Source: Journal of Machine Learning Research. , v. 22, 2012, p. 565-573
- Year: 2012
-
Phylogenetic Trees via Algebraic Invariants
- Author(s): Yao, Yuan
- Source: Conference in Evolutionary Linguistics, Beijing China. , Nov 10, 2012
- Year: 2012
-
Efficacy of fixed filtration for rapid kVp-switching dual energy X-ray systems: Experimental verification
- Author(s): Yao, Yuan; Wang, Adam; Pelc, Norbert J.
- Source: Progress in Biomedical Optics and Imaging - Proceedings of SPIE. , v. 8313, 2012, Article number 83131F
- Year: 2012
-
Simulating human saccadic scanpaths on natural images
- Author(s): Wang, Wei; Chen, Cheng; Wang, Yizhou; Jiang, Tingting; Fang, Fang; Yao, Yuan
- Source: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. , 2011, Article number 5995423, p.441-448
- Year: 2011
-
Random partial paired comparison for subjective video quality assessment via hodgerank
- Author(s): Xu, Qianqian; Jiang, Tingting; Yao, Yuan; Huang, Qingming; Yan, Bowei; Lin, Weisi
- Source: MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops. , 2011, p. 393-402
- Year: 2011
-
Overcomplete Radon Bases for Target Property Management in Sensor Networks
- Author(s): Jiang, Xiaoye; Li, Mo; Yao, Yuan; Guibas, Leonidas J.
- Source: Proceedings of the 10th ACM/IEEE International Conference on Information Processing in Sensor Networks, IPSN'11. , 2011, Article number 5779062, p. 25-36
- Year: 2011
-
Progress in Geometric and Topological Data Analysis
- Author(s): Yao, Yuan
- Year: 2011
-
HodgeRank on Random Graphs
- Author(s): Yao, Yuan
- Year: 2011
-
Constructing Multi-Resolution Markov State Models (MSMS) to Elucidate RNA Hairpin Folding Mechanisms
- Author(s): Huang, Xuhui; Yao, Yuan; Bowman, Gregory R.; Sun, Jian; Guibas, Leonidas J.; Carlsson, Gunnar; Pande, Vijay S.
- Source: Pacific Symposium on Biocomputing 2010, PSB 2010. , 2010, p. 228-239
- Year: 2010
-
Hodge Decomposition of Paired Comparison Flows in Click-through Data
- Author(s): Ji, Zhanglong; An, Yang; Chen, Ying; Yao, Yuan; Xu, Jun; Li, Hang
- Year: 2010
-
Combinatorial Hodge Theory and Statistical Ranking
- Author(s): Yao, Yuan
- Source: The 2nd Pao-lu Hsu Conference on Machine Learning, Xi’an, China. , June, 2010
- Year: 2010
-
Combinatorial Laplacians and Rank Aggregation
- Author(s): Yao, Yuan
- Source: The 6th International Congress of Industrial and Applied Mathematics (ICIAM), minisymposium: Novel Matrix Methods for Internet Data Mining, Zurich, Switzerland. , 2007, 16-20 July
- Year: 2007
-
Topology Learning of High Dimensional Probability Density Functions
- Author(s): Yao, Yuan
- Source: The 1st International Congress of IPIA, Conference on Applied Inverse Problems, minisymposium: Learning from Examples as an Inverse Problem, PIMS, University of British Columbia, Vancouver, Canada. , June 25-29, 2007.
- Year: 2007
-
Mercer’s Theorem, Feature Maps, and Smoothing
- Author(s): Minh, Ha Quang; Niyogi, Partha; Yao, Yuan
- Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 4005 LNAI, 2006, p. 68-154
- Year: 2006
-
A New Machine Learning Approach to Fingerprint Classification
- Author(s): Yao, Yuan; Marcialis, Gian Luca; Pontil, Massimiliano; Frasconi, Paolo; Roli, Fabio
- Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 2175, 2001, p. 57-63
- Year: 2001
-
Fingerprint Classification with Combinations of Support Vector Machines
- Author(s): Yao, Yuan; Frasconi, Paolo; Pontil, Massimiliano
- Source: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). , v. 2091 LNCS, 2001, p. 253-258
- Year: 2001
-
Multiscale Morphology for Color Images Implemented by Fuzzy Cellular Neural Network
- Author(s): Yao, Yuan; Zhang, Xiaofeng; Zhang, Tianwen; Wang, Guangxiong
- Source: Proceedings of IEEE Hong Kong Symposium on Robotics and Control. , 1999, p. 459-462
- Year: 1999
-
Robust Gain-scheduled H_infinity control with Constant Diagonal Scaling
- Author(s): Yao, Yuan; Wang, Jingbo; Li, Lianfeng; Wang, Guangxiong
- Source: Proceedings of IEEE Hong Kong Symposium on Robotics and Control. , 1999, p. 628-632
- Year: 1999
-
Identifying Noise Model in Closed-Loop Using Subspace Method
- Author(s): Wang, Jingbo; Jiya, Jibril; Liu, Xiaoping; Yao, Yuan; Wang, Guangxiong; Xu, Shijie
- Source: IEEE International Vehicle Electronics Conference (IVEC'99) (Cat. No.99EX257). , v. 1, 1999
- Year: 1999
-
Application of Quadratic Stabilization, Constantly Scaled H∞ control and µ-Synthesis
- Author(s): Wang, Xiaofeng; Yao, Yuan; Wang, Jingbo; Wang, Guangxiong
- Source: IEEE Hong Kong Symposium on Robotics and Control, Hong Kong. , 1999, July, p. 633-637
- Year: 1997
Preprint
-
A Tutorial on Libra: R package for the Linearized Bregman Algorithm in high dimensional statistics
- Author(s): Xiong, Jiechao; Ruan, Feng; Yao, Yuan
- Source: arXiv, Apr 2016, Article number 1604.05910
- Year: 2016
-
Mixed and missing data: a unified treatment with latent graphical models
- Author(s): Li, Xiao; Jia, Jinzhu; Yao, Yuan
- Source: arXiv, 2015, November, Article number 1511.04656
- Year: 2015
-
Robust Statistical Ranking: Theory and Algorithms
- Author(s): Xu, Qianqian; Xiong, Jiechao; Huang, Qingming; Yao, Yuan
- Source: arXiv, 2014, August, Article number 1408.3467
- Year: 2014
-
Fast Adaptive Algorithm for Robust Evaluation of Quality of Experience
- Author(s): Xu, Qianqian; Yan, Ming; Yao, Yuan
- Source: arXiv, 2014, Article number 1407.7636
- Year: 2014
Presentation
-
Libra: a new R package for Linearized Bregman Algorithms in High Dimensional Statistics
- Author(s): Yao, Yuan
- Source: , Keynote speech at China R-language Conference, Shanghai, Nov 21 - 22, 2015
- Year: 2015
-
New Methods in Learning Graphical Models with Applications in Immunology
- Author(s): Yao, Yuan
- Source: , HKUST & MIT Bioengineering seminar, Oct 26, 2015.
- Year: 2015
-
A Dynamic Approach to Variable Selection and Sparse Recovery
- Author(s): Yao, Yuan
- Source: , Mathematical and Computational Foundations of Learning Theory, Dagstuhl, Germany, Aug 30 - Sep 4, 2015
- Year: 2015
-
Critical Points of Networks
- Author(s): Yao, Yuan
- Source: , ICIAM Minisymposium on Computational Social Sciences, Beijing, Aug 10-14, 2015
- Year: 2015
-
Social Choice Theory and Hodge Decomposition
- Author(s): Yao, Yuan
- Source: , ICIAM Minisymposium on Topological Data Analysis and Dynamics, Beijing, Aug 10-14, 2015
- Year: 2015
-
A Dynamic Approach to Sparse Recovery
- Author(s): Yao, Yuan
- Source: , ICIAM Minisymposium on Numerical Linear Algebra Techniques in Massive Data Analysis, Beijing, Aug 10-14, 2015
- Year: 2015
-
Possible from impossibilities – Social Choice Theory and Hodge Decomposition
- Author(s): Yao, Yuan
- Source: , LIDS seminar, MIT, July 24, 2015
- Year: 2015
-
Social Choice Theory and Hodge Decomposition
- Author(s): Yao, Yuan
- Source: , IPAM, University of California at Los Angeles, February 24, 2015
- Year: 2015
-
Geometric and Topological Methods in Data Analysis
- Author(s): Yao, Yuan
- Source: , University of California at San Diego, February 19, 2015
- Year: 2015
-
Applied Hodge Theory in Data Analysis
- Author(s): Yao, Yuan
- Source: , Keynote speech at the workshop of Statistics and Computational Interface to Big Data, Institute of Advanced Studies, HKUST, January 4-16, 2015
- Year: 2015
-
A Dynamic Approach to Variable Selection and Sparse Recovery
- Author(s): Yao, Yuan
- Source: , Tsinghua International Mathematical Forum, Sanya, China, December 29, 2014
- Year: 2014
-
Applied Hodge Theory
- Author(s): Yao, Yuan
- Source: , Simons Institute Workshop on Spectral Algorithms: From Theory to Applications, University of California at Berkeley, October 23-30, 2014
- Year: 2014
-
Applied Hodge Theory: from Statistical Ranking to Game Theory
- Author(s): Yao, Yuan
- Source: , NIMS Workshop on AlgebraicStatistics, Daejeon, Korea, July 14-17, 2014
- Year: 2014
-
Critical Points and Hierarchical Decomposition of Complex Networks
- Author(s): Yao, Yuan
- Source: , HKUST Jockey Club Institute for Advanced Studies, May 15, 2014
- Year: 2014
-
Consistency of Early Stopping Regularization in Linearized Bregman Algorithms
- Author(s): Yao, Yuan
- Source: , SIAM Conference on Imaging Science, Hong Kong, May 14, 2014
- Year: 2014
-
On Statistical Consistency of Early Stopping Regularization in Bregman Iterative Algorithms
- Author(s): Yao, Yuan
- Source: , ICSA, Hong Kong, Dec 22, 2013
- Year: 2013
-
Ranking in Crowdsourcing and Hodge Decomposition
- Author(s): Yao, Yuan
- Source: , MIT, Apr 24, 2013
- Year: 2013
-
The Landscape of Complex Networks: A Topological Approach
- Author(s): Yao, Yuan
- Source: , Yale University, Apr 19, 2013
- Year: 2013
-
Topological Landscape of Complex Networks: Critical Nodes and Hierarchical Decomposition
- Author(s): Yao, Yuan
- Source: INRIA, Saclay, France, Jan 22, 2013
- Year: 2013
-
From Graphs to Complexes? A Topological & Geometric Perspective to Data Analysis
- Author(s): Yao, Yuan
- Source: Forum on Data Science and Information Technology, BICMR, Beijing China, Nov 19, 2012.
- Year: 2012
-
Learning Theory and Approximation
- Author(s): Yao, Yuan
- Source: Oberwolfach, German, Jun 24-30, 2012
- Year: 2012
-
Challenges of Data Analysis in Biomolecular Dynamics
- Author(s): Yao, Yuan
- Source: Courant Institute, New York University, Apr 5, 2012
- Year: 2012
-
Topological Landscape of Complex Networks
- Author(s): Yao, Yuan
- Source: PACM Princeton University, Mar 5, 2012
- Year: 2012
-
Combinatorial Hodge Theory and Applications
- Author(s): Yao, Yuan
- Source: Toyota Technological Institute at University of Chicago, Feb 20, 2012
- Year: 2012
-
A Geometric Approach to Social Choice: Combinatorial Hodge Theory
- Author(s): Yao, Yuan
- Source: Perspective in Mathematics, Beijing International Center for Mathematical Researches (BICMR), Beijing, China, Oct 17-19, 2011
- Year: 2011
-
A Geometric Approach to Social Choice: Combinatorial Hodge Theory
- Author(s): Yao, Yuan
- Source: Fields Institute, Canada, September 22, 2011
- Year: 2011
-
Landscape of Networks
- Author(s): Yao, Yuan
- Year: 2011
-
Geometric and Topological Methods for Data Science
- Author(s): Yao, Yuan
- Year: 2011
-
Geometric and Topological Methods for Data Science
- Author(s): Yao, Yuan
- Year: 2011
-
HodgeRank on Random Graphs
- Author(s): Yao, Yuan
- Year: 2011
-
Mathematics of Data
- Author(s): Yao, Yuan
- Year: 2011
-
HodgeRank on Random Graphs
- Author(s): Yao, Yuan
- Year: 2011
-
Topological and Geometric Methods in Data Analysis
- Author(s): Yao, Yuan
- Year: 2011
-
Hodge Theory and Statistical Ranking
- Author(s): Yao, Yuan
- Year: 2010
-
Hodge Decomposition of Pairwise Comparison Flows in Click Data
- Author(s): Yao, Yuan
- Year: 2010
-
Combinatorial Hodge Theory and Statistical Ranking
- Author(s): Yao, Yuan
- Year: 2010
-
Statistical Ranking Problem and Hodge Decomposition of Network Flows
- Author(s): Yao, Yuan
- Year: 2009
-
Perspectives on Topological and Geometric Methods for High Dimensional Data Analysis
- Author(s): Yao, Yuan
- Year: 2009
-
Perspectives on Topological and Geometric Methods for High Dimensional Data Analysis
- Author(s): Yao, Yuan
- Year: 2009
-
Perspectives on Topological and Geometric Methods for High Dimensional Data Analysis
- Author(s): Yao, Yuan
- Year: 2009
-
Topological Methods for Exploring Low-density States in RNA-hairpin Folding
- Author(s): Yao, Yuan
- Year: 2009
-
Topological Methods for Exploring Biomolecular Folding Pathways
- Author(s): Yao, Yuan; Sun, Jian; Huang, Xuhui; Pande, Vijay S.; Guibas, Leonidas J.; Carlsson, Gunnar
- Year: 2008
-
A Well-controlled Fast Clustering Method on Conformation Space of Biomolecules
- Author(s): Bowman, Gregory R.; Huang, Xuhui; Yao, Yuan; Sun, Jian; Pande, Vijay S.
- Source: Biomedical Computation at Stanford (BCATS), poster presentation, Stanford, CA. , 2008, October
- Year: 2008
-
Adaptive Seeding: A New Method for Simulating Biologically Relevant Timescales
- Author(s): Bowman, Gregory R.; Huang, Xuhui; Yao, Yuan; Sun, Jian; Pande, Vijay S.
- Year: 2008
-
Combinatorial Hodge Theory and A Geometric Approach to Ranking
- Author(s): Yao, Yuan; Lim, Lek Heng
- Source: SIAM Annual Meeting, minisymposium: Mathematical Methods in Data Mining, San Diego. , July 7-11, 2008
- Year: 2008
-
Perspectives on Topological and Geometric Methods for Statistics
- Author(s): Yao, Yuan
- Year: 2008
-
Topological Methods for Exploring Low-density States in Biomolecular Folding Pathways
- Author(s): Yao, Yuan
- Year: 2008
-
Hodge Decomposition, Spectral Embedding, and the Netflix Dataset
- Author(s): Yao, Yuan
- Year: 2008
-
Equilibria in neuroadaptive pathways
- Author(s): Scheler, G.; Yao, Yuan
- Source: RECOMB Systems Biology, poster presentation, La Jolla, CA. , 2007, December
- Year: 2007
-
Hodge Theory and Rank Aggregation
- Author(s): Yao, Yuan
- Year: 2007
-
Metric Learning for Phylogenetic Invariants
- Author(s): Yao, Yuan
- Year: 2007
-
Combinatorial Hodge Theory and Societal Rank Aggregation
- Author(s): Yao, Yuan
- Year: 2007
-
Optimal Robust Performance in Constantly Scaled H_infinity control
- Author(s): Yao, Yuan; Wang, Jingbo; Li, Lianfeng; Wang, Guangxiong
- Year: 1999