| 2019 | AAAI | Which Factorization Machine Modeling Is Better: A Theoretical Answer with Optimal Guarantee. | Ming Lin, Shuang Qiu, Jieping Ye, Xiaomin Song, Qi Qian, Liang Sun, Shenghuo Zhu, Rong Jin |
| 2019 | AAAI | Semi-Parametric Sampling for Stochastic Bandits with Many Arms. | Mingdong Ou, Nan Li, Cheng Yang, Shenghuo Zhu, Rong Jin |
| 2019 | AAAI | Robust Optimization over Multiple Domains. | Qi Qian, Shenghuo Zhu, Jiasheng Tang, Rong Jin, Baigui Sun, Hao Li |
| 2019 | AAAI | RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series. | Qingsong Wen, Jingkun Gao, Xiaomin Song, Liang Sun, Huan Xu, Shenghuo Zhu |
| 2019 | AAAI | Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning. | Hao Yu, Sen Yang, Shenghuo Zhu |
| 2019 | AAAI | Robust Online Matching with User Arrival Distribution Drift. | Yu-Hang Zhou, Chen Liang, Nan Li, Cheng Yang, Shenghuo Zhu, Rong Jin |
| 2019 | KDD | Robust Gaussian Process Regression for Real-Time High Precision GPS Signal Enhancement. | Ming Lin, Xiaomin Song, Qi Qian, Hao Li, Liang Sun, Shenghuo Zhu, Rong Jin |
| 2019 | UAI | Learning with Non-Convex Truncated Losses by SGD. | Yi Xu, Shenghuo Zhu, Sen Yang, Chi Zhang, Rong Jin, Tianbao Yang |
| 2018 | AAAI | Extremely Low Bit Neural Network: Squeeze the Last Bit Out With ADMM. | Cong Leng, Zesheng Dou, Hao Li, Shenghuo Zhu, Rong Jin |
| 2018 | CVPR | Large-Scale Distance Metric Learning With Uncertainty. | Qi Qian, Jiasheng Tang, Hao Li, Shenghuo Zhu, Rong Jin |
| 2018 | IJCAI | Multinomial Logit Bandit with Linear Utility Functions. | Mingdong Ou, Nan Li, Shenghuo Zhu, Rong Jin |
| 2017 | Interspeech | The Opensesame NIST 2016 Speaker Recognition Evaluation System. | Gang Liu, Qi Qian, Zhibin Wang, Qingen Zhao, Tianzhou Wang, Hao Li, Jian Xue, Shenghuo Zhu, Rong Jin, Tuo Zhao |
| 2015 | AAAI | Nystrom Approximation for Sparse Kernel Methods: Theoretical Analysis and Empirical Evaluation. | Zenglin Xu, Rong Jin, Bin Shen, Shenghuo Zhu |
| 2015 | CVPR | Fine-grained visual categorization via multi-stage metric learning. | Qi Qian, Rong Jin, Shenghuo Zhu, Yuanqing Lin |
| 2015 | ICDM | Finding Multiple Stable Clusterings. | Juhua Hu, Qi Qian, Jian Pei, Rong Jin, Shenghuo Zhu |
| 2015 | ICML | An Explicit Sampling Dependent Spectral Error Bound for Column Subset Selection. | Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu |
| 2015 | ICML | Theory of Dual-sparse Regularized Randomized Reduction. | Tianbao Yang, Lijun Zhang, Rong Jin, Shenghuo Zhu |
| 2014 | AISTATS | Efficient Low-Rank Stochastic Gradient Descent Methods for Solving Semidefinite Programs. | Jianhui Chen, Tianbao Yang, Shenghuo Zhu |
| 2014 | KDD | Distance metric learning using dropout: a structured regularization approach. | Qi Qian, Juhua Hu, Rong Jin, Jian Pei, Shenghuo Zhu |
| 2013 | COLT | Recovering the Optimal Solution by Dual Random Projection. | Lijun Zhang, Mehrdad Mahdavi, Rong Jin, Tianbao Yang, Shenghuo Zhu |
| 2013 | CVPR | Efficient Object Detection and Segmentation for Fine-Grained Recognition. | Anelia Angelova, Shenghuo Zhu |
| 2013 | ICCV | Regionlets for Generic Object Detection. | Xiaoyu Wang, Ming Yang, Shenghuo Zhu, Yuanqing Lin |
| 2013 | ICDE | Packing light: Portable workload performance prediction for the cloud. | Jennie Duggan, Yun Chi, Hakan Hacigms, Shenghuo Zhu, Ugur etintemel |
| 2013 | ICDE | Predicting query execution time: Are optimizer cost models really unusable? | Wentao Wu, Yun Chi, Shenghuo Zhu, Jun'ichi Tatemura, Hakan Hacigms, Jeffrey F. Naughton |
| 2013 | ICML | One-Pass AUC Optimization. | Wei Gao, Rong Jin, Shenghuo Zhu, Zhi-Hua Zhou |
| 2013 | WACV | Image segmentation for large-scale subcategory flower recognition. | Anelia Angelova, Shenghuo Zhu, Yuanqing Lin |
| 2011 | CIKM | Can irrelevant data help semi-supervised learning, why and how? | Haiqin Yang, Shenghuo Zhu, Irwin King, Michael R. Lyu |
| 2011 | CLOUD | ActiveSLA: a profit-oriented admission control framework for database-as-a-service providers. | PengCheng Xiong, Yun Chi, Shenghuo Zhu, Jun'ichi Tatemura, Calton Pu, Hakan Hacigms |
| 2011 | CVPR | Large-scale image classification: Fast feature extraction and SVM training. | Yuanqing Lin, Fengjun Lv, Shenghuo Zhu, Ming Yang, Timothe Cour, Kai Yu, Liangliang Cao, Thomas S. Huang |
| 2011 | CVPR | Correspondence driven adaptation for human profile recognition. | Ming Yang, Shenghuo Zhu, Fengjun Lv, Kai Yu |
| 2011 | ICCV | Contextual weighting for vocabulary tree based image retrieval. | Xiaoyu Wang, Ming Yang, Timothe Cour, Shenghuo Zhu, Kai Yu, Tony X. Han |
| 2011 | ICDE | Intelligent management of virtualized resources for database systems in cloud environment. | PengCheng Xiong, Yun Chi, Shenghuo Zhu, Hyun Jin Moon, Calton Pu, Hakan Hacigms |
| 2011 | KDD | Combining file content and file relations for cloud based malware detection. | Yanfang Ye, Tao Li, Shenghuo Zhu, Weiwei Zhuang, Egemen Tas, Umesh Gupta, Melih Abdulhayoglu |
| 2010 | AAAI | A Topic Model for Linked Documents and Update Rules for its Estimation. | Zhen Guo, Shenghuo Zhu, Zhongfei Zhang, Yun Chi, Yihong Gong |
| 2010 | AAAI | Smooth Optimization for Effective Multiple Kernel Learning. | Zenglin Xu, Rong Jin, Shenghuo Zhu, Michael R. Lyu, Irwin King |
| 2010 | CIKM | FacetCube: a framework of incorporating prior knowledge into non-negative tensor factorization. | Yun Chi, Shenghuo Zhu |
| 2010 | ICPR | Unsupervised Learning from Linked Documents. | Zhen Guo, Shenghuo Zhu, Yun Chi, Zhongfei Zhang, Yihong Gong |
| 2010 | SDM | Directed Network Community Detection: A Popularity and Productivity Link Model. | Tianbao Yang, Yun Chi, Shenghuo Zhu, Yihong Gong, Rong Jin |
| 2009 | ACL | Multi-Document Summarization using Sentence-based Topic Models. | Dingding Wang, Shenghuo Zhu, Tao Li, Yihong Gong |
| 2009 | CIKM | Comparative document summarization via discriminative sentence selection. | Dingding Wang, Shenghuo Zhu, Tao Li, Yihong Gong |
| 2009 | CVPR | Resolution-Invariant Image Representation and its applications. | Jinjun Wang, Shenghuo Zhu, Yihong Gong |
| 2009 | ICDM | Knowledge Discovery from Citation Networks. | Zhen Guo, Zhongfei Zhang, Shenghuo Zhu, Yun Chi, Yihong Gong |
| 2009 | ICML | Large-scale collaborative prediction using a nonparametric random effects model. | Kai Yu, John D. Lafferty, Shenghuo Zhu, Yihong Gong |
| 2009 | KDD | Combining link and content for community detection: a discriminative approach. | Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu |
| 2009 | RecSys | Ordering innovators and laggards for product categorization and recommendation. | Sarah K. Tyler, Shenghuo Zhu, Yun Chi, Yi Zhang |
| 2009 | SIGIR | A latent topic model for linked documents. | Zhen Guo, Shenghuo Zhu, Yun Chi, Zhongfei Zhang, Yihong Gong |
| 2009 | SIGIR | Fast nonparametric matrix factorization for large-scale collaborative filtering. | Kai Yu, Shenghuo Zhu, John D. Lafferty, Yihong Gong |
| 2009 | UAI | A Bayesian Framework for Community Detection Integrating Content and Link. | Tianbao Yang, Rong Jin, Yun Chi, Shenghuo Zhu |
| 2009 | SDM | A Bayesian Approach Toward Finding Communities and Their Evolutions in Dynamic Social Networks. | Tianbao Yang, Yun Chi, Shenghuo Zhu, Yihong Gong, Rong Jin |
| 2008 | CIKM | Probabilistic polyadic factorization and its application to personalized recommendation. | Yun Chi, Shenghuo Zhu, Yihong Gong, Yi Zhang |
| 2008 | CIKM | Integrating clustering and multi-document summarization to improve document understanding. | Dingding Wang, Shenghuo Zhu, Tao Li, Yun Chi, Yihong Gong |
| 2008 | WWW | Facetnet: a framework for analyzing communities and their evolutions in dynamic networks. | Yu-Ru Lin, Yun Chi, Shenghuo Zhu, Hari Sundaram, Belle L. Tseng |
| 2008 | WWW | Learning multiple graphs for document recommendations. | Ding Zhou, Shenghuo Zhu, Kai Yu, Xiaodan Song, Belle L. Tseng, Hongyuan Zha, C. Lee Giles |
| 2008 | SIGIR | Multi-document summarization via sentence-level semantic analysis and symmetric matrix factorization. | Dingding Wang, Tao Li, Shenghuo Zhu, Chris H. Q. Ding |
| 2008 | SIGIR | Non-greedy active learning for text categorization using convex transductive experimental design. | Kai Yu, Shenghuo Zhu, Wei Xu, Yihong Gong |
| 2007 | ICWSM | Monitoring RSS Feeds Based on User Browsing Pattern. | Ka Cheung Sia, Junghoo Cho, Koji Hino, Yun Chi, Shenghuo Zhu, Belle L. Tseng |
| 2007 | KDD | Structural and temporal analysis of the blogosphere through community factorization. | Yun Chi, Shenghuo Zhu, Xiaodan Song, Jun'ichi Tatemura, Belle L. Tseng |
| 2007 | SIGIR | Combining content and link for classification using matrix factorization. | Shenghuo Zhu, Kai Yu, Yun Chi, Yihong Gong |
| 2006 | ICDM | Integrating Features from Different Sources for Music Information Retrieval. | Tao Li, Mitsunori Ogihara, Shenghuo Zhu |
| 2006 | ICMLA | Trend Analysis for Large Document Streams. | Chengliang Zhang, Shenghuo Zhu, Yihong Gong |
| 2006 | ICTAI | Empirical Studies on Multi-label Classification. | Tao Li, Chengliang Zhang, Shenghuo Zhu |
| 2005 | IROS | Efficient map synchronization in ad hoc mobile robot networks for environment exploration. | Weihua Sheng, Qingyan Yang, Shenghuo Zhu, Qizhi Wang |
| 2005 | SIGIR | Multi-labelled classification using maximum entropy method. | Shenghuo Zhu, Xiang Ji, Wei Xu, Yihong Gong |
| 2004 | KDD | Identifying early buyers from purchase data. | Paat Rusmevichientong, Shenghuo Zhu, David Selinger |
| 2003 | CIKM | Efficient multi-way text categorization via generalized discriminant analysis. | Tao Li, Shenghuo Zhu, Mitsunori Ogihara |
| 2003 | ICDM | Using Discriminant Analysis for Multi-class Classification. | Tao Li, Shenghuo Zhu, Mitsunori Ogihara |
| 2003 | SAC | A Framework of Individually-Focused Teleconferencing (IFT) via an Efficient 3D Reprojection Technique. | Qi Li, Chris Brown, Chandra Kambhamettu, Tao Li, Shenghuo Zhu |
| 2003 | SAC | Gene Functional Classification by Semisupervised Learning from Heterogeneous Data. | Tao Li, Shenghuo Zhu, Qi Li, Mitsunori Ogihara |
| 2003 | SAC | A New Distributed Data Mining Model Based on Similarity. | Tao Li, Shenghuo Zhu, Mitsunori Ogihara |
| 2003 | SIGIR | Topic hierarchy generation via linear discriminant projection. | Tao Li, Shenghuo Zhu, Mitsunori Ogihara |
| 2002 | DaWaK | Estimating Joint Probabilities from Marginal Ones. | Tao Li, Shenghuo Zhu, Mitsunori Ogihara, Yinhe Cheng |
| 2002 | DaWaK | CoFD : An Algorithm for Non-distance Based Clustering in High Dimensional Spaces. | Shenghuo Zhu, Tao Li, Mitsunori Ogihara |
| 2002 | ICDM | Improving Medical/Biological Data Classification Performance by Wavelet Preprocessing. | Qi Li, Tao Li, Shenghuo Zhu, Chandra Kambhamettu |
| 2002 | ICMI | Attentional Object Spotting by Integrating Multimodal Input. | Chen Yu, Dana H. Ballard, Shenghuo Zhu |
| 2002 | SIGIR | Document clustering with cluster refinement and model selection capabilities. | Xin Liu, Yihong Gong, Wei Xu, Shenghuo Zhu |