Shenghuo Zhu

Publication Activity (10 Years)

Years Active: 2002-2020
Publications (10 Years): 27

Top Venues

CoRR

AAAI

Mach. Learn.

CVPR

Publications

Tianbao Yang, Lijun Zhang, Qihang Lin, Shenghuo Zhu, Rong Jin
High-dimensional model recovery from random sketched data by exploring intrinsic sparsity. Mach. Learn. 109 (5) (2020)
Yi Xu, Shenghuo Zhu, Sen Yang, Chi Zhang, Rong Jin, Tianbao Yang
Learning with Non-Convex Truncated Losses by SGD. UAI (2019)
Ming Lin, Xiaomin Song, Qi Qian, Hao Li, Liang Sun, Shenghuo Zhu, Rong Jin
Robust Gaussian Process Regression for Real-Time High Precision GPS Signal Enhancement. KDD (2019)
Yu-Hang Zhou, Chen Liang, Nan Li, Cheng Yang, Shenghuo Zhu, Rong Jin
Robust Online Matching with User Arrival Distribution Drift. AAAI (2019)
Ming Lin, Xiaomin Song, Qi Qian, Hao Li, Liang Sun, Shenghuo Zhu, Rong Jin
Robust Gaussian Process Regression for Real-Time High Precision GPS Signal Enhancement. CoRR (2019)
Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu, Zhi-Hua Zhou
A simple homotopy proximal mapping algorithm for compressive sensing. Mach. Learn. 108 (6) (2019)
Mingdong Ou, Nan Li, Cheng Yang, Shenghuo Zhu, Rong Jin
Semi-Parametric Sampling for Stochastic Bandits with Many Arms. AAAI (2019)
Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu
RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series. AAAI (2019)
Qi Qian, Shenghuo Zhu, Jiasheng Tang, Rong Jin, Baigui Sun, Hao Li
Robust Optimization over Multiple Domains. AAAI (2019)
Ming Lin, Shuang Qiu, Jieping Ye, Xiaomin Song, Qi Qian, Liang Sun, Shenghuo Zhu, Rong Jin
Which Factorization Machine Modeling is Better: A Theoretical Answer with Optimal Guarantee. CoRR (2019)
Hao Yu, Sen Yang, Shenghuo Zhu
Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning. AAAI (2019)
Ming Lin, Shuang Qiu, Jieping Ye, Xiaomin Song, Qi Qian, Liang Sun, Shenghuo Zhu, Rong Jin
Which Factorization Machine Modeling Is Better: A Theoretical Answer with Optimal Guarantee. AAAI (2019)
Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu
RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series. CoRR (2018)
Qi Qian, Shenghuo Zhu, Jiasheng Tang, Rong Jin, Baigui Sun, Hao Li
Robust Optimization over Multiple Domains. CoRR (2018)
Hao Yu, Sen Yang, Shenghuo Zhu
Parallel Restarted SGD for Non-Convex Optimization with Faster Convergence and Less Communication. CoRR (2018)
Qi Qian, Jiasheng Tang, Hao Li, Shenghuo Zhu, Rong Jin
Large-scale Distance Metric Learning with Uncertainty. CoRR (2018)
Mingdong Ou, Nan Li, Shenghuo Zhu, Rong Jin
Multinomial Logit Bandit with Linear Utility Functions. IJCAI (2018)
Mingdong Ou, Nan Li, Shenghuo Zhu, Rong Jin
Multinomial Logit Bandit with Linear Utility Functions. CoRR (2018)
Yi Xu, Shenghuo Zhu, Sen Yang, Chi Zhang, Rong Jin, Tianbao Yang
Learning with Non-Convex Truncated Losses by SGD. CoRR (2018)
Qi Qian, Jiasheng Tang, Hao Li, Shenghuo Zhu, Rong Jin
Large-Scale Distance Metric Learning With Uncertainty. CVPR (2018)
Kui Zhao, Yuechuan Li, Chi Zhang, Cheng Yang, Shenghuo Zhu
PRNN: Recurrent Neural Network with Persistent Memory. CoRR (2018)
Cong Leng, Zesheng Dou, Hao Li, Shenghuo Zhu, Rong Jin
Extremely Low Bit Neural Network: Squeeze the Last Bit Out With ADMM. AAAI (2018)
Juhua Hu, Qi Qian, Jian Pei, Rong Jin, Shenghuo Zhu
Finding multiple stable clusterings. Knowl. Inf. Syst. 51 (3) (2017)
Cong Leng, Hao Li, Shenghuo Zhu, Rong Jin
Extremely Low Bit Neural Network: Squeeze the Last Bit Out with ADMM. CoRR (2017)
Gang Liu, Qi Qian, Zhibin Wang, Qingen Zhao, Tianzhou Wang, Hao Li, Jian Xue, Shenghuo Zhu, Rong Jin, Tuo Zhao
The Opensesame NIST 2016 Speaker Recognition Evaluation System. INTERSPEECH (2017)
Wei Gao, Lu Wang, Rong Jin, Shenghuo Zhu, Zhi-Hua Zhou
One-pass AUC optimization. Artif. Intell. 236 (2016)
Tianbao Yang, Rong Jin, Shenghuo Zhu, Qihang Lin
On Data Preconditioning for Regularized Loss Minimization. Mach. Learn. 103 (1) (2016)
Juhua Hu, Qi Qian, Jian Pei, Rong Jin, Shenghuo Zhu
Finding Multiple Stable Clusterings. ICDM (2015)
PengCheng Xiong, Yun Chi, Shenghuo Zhu, Hyun Jin Moon, Calton Pu, Hakan Hacigümüs
SmartSLA: Cost-Sensitive Management of Virtualized Resources for CPU-Bound Database Services. IEEE Trans. Parallel Distributed Syst. 26 (5) (2015)
Qi Qian, Inci M. Baytas, Rong Jin, Anil K. Jain, Shenghuo Zhu
Similarity Learning via Adaptive Regression and Its Application to Image Retrieval. CoRR (2015)
Qi Qian, Rong Jin, Jinfeng Yi, Lijun Zhang, Shenghuo Zhu
Efficient distance metric learning by adaptive sampling and mini-batch stochastic gradient descent (SGD). Mach. Learn. 99 (3) (2015)
Tianbao Yang, Mehrdad Mahdavi, Rong Jin, Shenghuo Zhu
An efficient primal dual prox method for non-smooth optimization. Mach. Learn. 98 (3) (2015)
Qi Qian, Rong Jin, Shenghuo Zhu, Yuanqing Lin
Fine-grained visual categorization via multi-stage metric learning. CVPR (2015)
Qi Qian, Rong Jin, Lijun Zhang, Shenghuo Zhu
Towards Making High Dimensional Distance Metric Learning Practical. CoRR (2015)
Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu
Theory of Dual-sparse Regularized Randomized Reduction. CoRR (2015)
Zenglin Xu, Rong Jin, Bin Shen, Shenghuo Zhu
Nystrom Approximation for Sparse Kernel Methods: Theoretical Analysis and Empirical Evaluation. AAAI (2015)
Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu
Theory of Dual-sparse Regularized Randomized Reduction. ICML (2015)
Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu
An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection. ICML (2015)
Xiaoyu Wang, Ming Yang, Shenghuo Zhu, Yuanqing Lin
Regionlets for Generic Object Detection. IEEE Trans. Pattern Anal. Mach. Intell. 37 (10) (2015)
Lijun Zhang, Mehrdad Mahdavi, Rong Jin, Tianbao Yang, Shenghuo Zhu
Random Projections for Classification: A Recovery Approach. IEEE Trans. Inf. Theory 60 (11) (2014)
Qi Qian, Rong Jin, Shenghuo Zhu, Yuanqing Lin
An Integrated Framework for High Dimensional Distance Metric Learning and Its Application to Fine-Grained Visual Categorization. CoRR (2014)
Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu
A Simple Homotopy Proximal Mapping for Compressive Sensing. CoRR (2014)
Qi Qian, Juhua Hu, Rong Jin, Jian Pei, Shenghuo Zhu
Distance metric learning using dropout: a structured regularization approach. KDD (2014)
Tianbao Yang, Rong Jin, Shenghuo Zhu
On Data Preconditioning for Regularized Loss Minimization. CoRR (2014)
Tianbao Yang, Mehrdad Mahdavi, Rong Jin, Shenghuo Zhu
Regret bounded by gradual variation for online convex optimization. Mach. Learn. 95 (2) (2014)
Rong Jin, Shenghuo Zhu
CUR Algorithm with Incomplete Matrix Observation. CoRR (2014)
Jianhui Chen, Tianbao Yang, Shenghuo Zhu
Efficient Low-Rank Stochastic Gradient Descent Methods for Solving Semidefinite Programs. AISTATS (2014)
Zhen Guo, Zhongfei (Mark) Zhang, Shenghuo Zhu, Yun Chi, Yihong Gong
A Two-Level Topic Model Towards Knowledge Discovery from Citation Networks. IEEE Trans. Knowl. Data Eng. 26 (4) (2014)
Wei Gao, Rong Jin, Shenghuo Zhu, Zhi-Hua Zhou
One-Pass AUC Optimization CoRR (2013)
Jennie Duggan, Yun Chi, Hakan Hacigümüs, Shenghuo Zhu, Ugur Çetintemel
Packing light: Portable workload performance prediction for the cloud. ICDE Workshops (2013)
Dingding Wang, Shenghuo Zhu, Tao Li, Yihong Gong
Comparative Document Summarization via Discriminative Sentence Selection. ACM Trans. Knowl. Discov. Data 7 (1) (2013)
Anelia Angelova, Shenghuo Zhu, Yuanqing Lin
Image segmentation for large-scale subcategory flower recognition. WACV (2013)
Shenghuo Zhu
Stochastic gradient descent algorithms for strongly convex functions at O(1/T) convergence rates CoRR (2013)
Tianbao Yang, Shenghuo Zhu, Rong Jin, Yuanqing Lin
On Theoretical Analysis of Distributed Stochastic Dual Coordinate Ascent. CoRR (2013)
Wentao Wu, Yun Chi, Shenghuo Zhu, Jun'ichi Tatemura, Hakan Hacigümüs, Jeffrey F. Naughton
Predicting query execution time: Are optimizer cost models really unusable? ICDE (2013)
Lijun Zhang, Mehrdad Mahdavi, Rong Jin, Tianbao Yang, Shenghuo Zhu
Recovering the Optimal Solution by Dual Random Projection. COLT (2013)
Dingding Wang, Shenghuo Zhu, Tao Li
SumView: A Web-based engine for summarizing product reviews and customer opinions. Expert Syst. Appl. 40 (1) (2013)
Rong Jin, Tianbao Yang, Shenghuo Zhu
A New Analysis of Compressive Sensing by Stochastic Proximal Gradient Descent CoRR (2013)
Qi Qian, Rong Jin, Jinfeng Yi, Lijun Zhang, Shenghuo Zhu
Efficient Distance Metric Learning by Adaptive Sampling and Mini-Batch Stochastic Gradient Descent (SGD) CoRR (2013)
Xiaoyu Wang, Ming Yang, Shenghuo Zhu, Yuanqing Lin
Regionlets for Generic Object Detection. ICCV (2013)
Yun Chi, Shenghuo Zhu
FacetCube: a general framework for non-negative tensor factorization. Knowl. Inf. Syst. 37 (1) (2013)
Anelia Angelova, Shenghuo Zhu
Efficient Object Detection and Segmentation for Fine-Grained Recognition. CVPR (2013)
Wei Gao, Rong Jin, Shenghuo Zhu, Zhi-Hua Zhou
One-Pass AUC Optimization. ICML (3) (2013)
Mehrdad Mahdavi, Tianbao Yang, Rong Jin, Shenghuo Zhu, Jinfeng Yi
Stochastic Gradient Descent with Only One Projection. NIPS (2012)
Chao-Kai Chiang, Tianbao Yang, Chia-Jung Lee, Mehrdad Mahdavi, Chi-Jen Lu, Rong Jin, Shenghuo Zhu
Online Optimization with Gradual Variations. COLT (2012)
Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu
A Bayesian Framework for Community Detection Integrating Content and Link CoRR (2012)
Will Y. Zou, Andrew Y. Ng, Shenghuo Zhu, Kai Yu
Deep Learning of Invariant Features via Simulated Fixations in Video. NIPS (2012)
Shenghuo Zhu
A short note on the tail bound of Wishart distribution CoRR (2012)
Dingding Wang, Shenghuo Zhu, Tao Li, Yihong Gong
Comparative document summarization via discriminative sentence selection. ACM Trans. Knowl. Discov. Data 6 (3) (2012)
Jinjun Wang, Shenghuo Zhu
Resolution-invariant coding for continuous image super-resolution. Neurocomputing 82 (2012)
Tianbao Yang, Rong Jin, Mehrdad Mahdavi, Shenghuo Zhu
An Efficient Primal-Dual Prox Method for Non-Smooth Optimization CoRR (2012)
Chang Huang, Shenghuo Zhu, Kai Yu
Large Scale Strongly Supervised Ensemble Metric Learning, with Applications to Face Verification and Retrieval CoRR (2012)
Michinari Momma, Yun Chi, Yuanqing Lin, Shenghuo Zhu, Tianbao Yang
Influence Analysis in the Blogosphere CoRR (2012)
Haiqin Yang, Shenghuo Zhu, Irwin King, Michael R. Lyu
Can irrelevant data help semi-supervised learning, why and how? CIKM (2011)
Yanfang Ye, Tao Li, Shenghuo Zhu, Weiwei Zhuang, Egemen Tas, Umesh Gupta, Melih Abdulhayoglu
Combining file content and file relations for cloud based malware detection. KDD (2011)
Yuanqing Lin, Fengjun Lv, Shenghuo Zhu, Ming Yang, Timothée Cour, Kai Yu, Liangliang Cao, Thomas S. Huang
Large-scale image classification: Fast feature extraction and SVM training. CVPR (2011)
Dingding Wang, Shenghuo Zhu, Tao Li, Yun Chi, Yihong Gong
Integrating Document Clustering and Multidocument Summarization. ACM Trans. Knowl. Discov. Data 5 (3) (2011)
Ming Yang, Shenghuo Zhu, Fengjun Lv, Kai Yu
Correspondence driven adaptation for human profile recognition. CVPR (2011)
PengCheng Xiong, Yun Chi, Shenghuo Zhu, Jun'ichi Tatemura, Calton Pu, Hakan Hacigümüs
ActiveSLA: a profit-oriented admission control framework for database-as-a-service providers. SoCC (2011)
Dingding Wang, Tao Li, Shenghuo Zhu, Yihong Gong
iHelp: An Intelligent Online Helpdesk System. IEEE Trans. Syst. Man Cybern. Part B 41 (1) (2011)
Fei Wang, Tao Li, Xin Wang, Shenghuo Zhu, Chris H. Q. Ding
Community discovery using nonnegative matrix factorization. Data Min. Knowl. Discov. 22 (3) (2011)
PengCheng Xiong, Yun Chi, Shenghuo Zhu, Hyun Jin Moon, Calton Pu, Hakan Hacigümüs
Intelligent management of virtualized resources for database systems in cloud environment. ICDE (2011)
Tianbao Yang, Yun Chi, Shenghuo Zhu, Yihong Gong, Rong Jin
Detecting communities and their evolutions in dynamic social networks - a Bayesian approach. Mach. Learn. 82 (2) (2011)
Xiaoyu Wang, Ming Yang, Timothée Cour, Shenghuo Zhu, Kai Yu, Tony X. Han
Contextual weighting for vocabulary tree based image retrieval. ICCV (2011)
Ming Yang, Yuanqing Lin, Fengjun Lv, Shenghuo Zhu, Kai Yu, Mert Dikmen, Liangliang Cao, Thomas S. Huang
Videos Semantic Indexing using Image Classification. TRECVID (2010)
Jinjun Wang, Shenghuo Zhu, Yihong Gong
Resolution enhancement based on learning the sparse association of image patches. Pattern Recognit. Lett. 31 (1) (2010)
Yuanqing Lin, Tong Zhang, Shenghuo Zhu, Kai Yu
Deep Coding Network. NIPS (2010)
Zenglin Xu, Rong Jin, Shenghuo Zhu, Michael R. Lyu, Irwin King
Smooth Optimization for Effective Multiple Kernel Learning. AAAI (2010)
Yun Chi, Shenghuo Zhu
FacetCube: a framework of incorporating prior knowledge into non-negative tensor factorization. CIKM (2010)
Zhen Guo, Shenghuo Zhu, Yun Chi, Zhongfei Zhang, Yihong Gong
Unsupervised Learning from Linked Documents. ICPR (2010)
Tianbao Yang, Yun Chi, Shenghuo Zhu, Yihong Gong, Rong Jin
Directed Network Community Detection: A Popularity and Productivity Link Model. SDM (2010)
Zhen Guo, Shenghuo Zhu, Zhongfei Zhang, Yun Chi, Yihong Gong
A Topic Model for Linked Documents and Update Rules for its Estimation. AAAI (2010)
Jinjun Wang, Shenghuo Zhu, Yihong Gong
Driving Safety Monitoring Using Semisupervised Learning on Time Series Data. IEEE Trans. Intell. Transp. Syst. 11 (3) (2010)
Shenghuo Zhu, Dingding Wang, Kai Yu, Tao Li, Yihong Gong
Feature Selection for Gene Expression Using Model-Based Entropy. IEEE ACM Trans. Comput. Biol. Bioinform. 7 (1) (2010)
Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu
A Bayesian Framework for Community Detection Integrating Content and Link. UAI (2009)
Tao Li, Mitsunori Ogihara, Wei Peng, Bo Shao, Shenghuo Zhu
Music Clustering With Features From Different Information Sources. IEEE Trans. Multim. 11 (3) (2009)
Dingding Wang, Shenghuo Zhu, Tao Li, Yihong Gong
Comparative document summarization via discriminative sentence selection. CIKM (2009)
Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu
Combining link and content for community detection: a discriminative approach. KDD (2009)
Kai Yu, John D. Lafferty, Shenghuo Zhu, Yihong Gong
Large-scale collaborative prediction using a nonparametric random effects model. ICML (2009)
Zhen Guo, Zhongfei Zhang, Shenghuo Zhu, Yun Chi, Yihong Gong
Knowledge Discovery from Citation Networks. ICDM (2009)

Shenghuo Zhu.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Shenghuo Zhu