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Auto-Tuning with Reinforcement Learning for Permissioned Blockchain Systems. The 49th International Conference on Very Large Data Bases (VLDB), Vancouver, Canada, August 28 - September 1, 2023. Mingxuan Li, Yazhe Wang, Shuai Ma, Chao Liu, Dongdong Huo, Yu Wang, and Zhen Xu
Fast Approximate Denial Constraint Discovery. The 49th International Conference on Very Large Data Bases (VLDB), Vancouver, Canada, August 28 - September 1, 2023. Renjie Xiao, Zijing Tan, Haojin Wang, and Shuai Ma
MATA*: Combining Learnable Node Matching with A* Algorithm for Approximate Uniform Graph Edit Distance Computation. The 32nd ACM International Conference on Information and Knowledge Management (CIKM), Birmingham, UK, 2023. Junfeng Liu, Min Zhou, Shuai Ma*, and Lujia Pan
IMAP: Learning to Improve Technology Mapping for ASICs via Delay Prediction (short). The 41st IEEE International Conference on Computer Design (ICCD), Washington DC, USA, 2023 Junfeng Liu, Liwei Ni, Xingquan Li, Min Zhou, Lei Chen, Xing Li, Qinghua Zhao, and Shuai Ma*
Discovery of Approximate Lexicographical Order Dependencies. IEEE Transactions on Knowledge and Data Engineering (TKDE), 35(4), 3684-3698, 2023. Jixuan Chen, Yifeng Jin, Yihan Li, Zijing Tan* , and Shuai Ma
Deep Kernel Network Embedding. IEEE Transactions on Knowledge and Data Engineering (TKDE), 35(6), 5710-5723, 2023. Bo Zhang, Xiaoming Zhang*, Feiran Huang, Ming Lu, and Shuai Ma
Effective and Efficient Lexicographical Order Dependency Discovery. IEEE Transactions on Knowledge and Data Engineering (TKDE), 35(4): 3684-3698, 2023. Yifeng Jin, Zijing Tan*, Jixuan Chen, and Shuai Ma
Guided conditional functional dependency discovery. Information Systems, 114, 102158, 2023. Sijia Jiang, Zijing Tan*, JiaweiWang, Zhikang Wang, and Shuai Ma
Incremental Discovery of Denial Constraints. The VLDB Journal, to appear, 2023. Chaoqin Qian, Menglu Li, Zijing Tan*, Ai Rang, and Shuai Ma
SMEC: Scene Mining for E-Commerce. Journal of Computer Science and Technology (JCST), to appear, 2023. Gang Wang, Xiang Li, Ziyi Guo, Dawei Yin, Shuai Ma*
Combining KNN with AutoEncoder for Outlier Detection. Journal of Computer Science and Technology (JCST), to appear, 2023. Shuzheng Liu, Shuai Ma*, Hanqing Chen, Lizhen Cui, and Jie Ding
Hunting Temporal Bumps in Graphs with Dynamic Vertex Properties. The ACM International Conference on Management of Data (SIGMOD), Philadelphia, PA, USA, 2022. Yahui Sun, Shuai Ma, and Bin Cui
Dynamic Functional Dependency Discovery with Dynamic Hitting Set Enumeration. The 38th IEEE International Conference on Data Engineering (ICDE), Virtual Event, 9th - 12th May, 2022. Renjie Xiao, Yongan Yuan, Zijing Tan, and Shuai Ma
Unsupervised Selectivity Estimation by Integrating Gaussian Mixture Models and Autoregressive Model. The 25th International Conference on Extending Database Technology (EDBT), Edinburgh, UK, 29th March-1st April, 2022. Zizhong Meng, Peizhi Wu, Gao Cong*, Rong Zhu, and Shuai Ma
Trace Controlled Text to Image Generation. The European Conference on Computer Vision (ECCV), Tel-Aviv, Israel, Oct. 23-27, 2022. Kun Yan, Lei Ji, Che Wu, Jianmin Bao, Ming Zhou, Nan Duan, and Shuai Ma
KESA: A Knowledge Enhanced Approach To Sentiment Analysis. The 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (AACL-IJCNLP) , November 20-23, 2022. (oneline) Qinghua Zhao, Shuai Ma, Shuo Ren
A Collective Approach to Scholar Name Disambiguation. IEEE Transactions on Knowledge and Data Engineering (TKDE), 34(5): 2020-2032, 2022. Dongsheng Luo, Shuai Ma*, Yaowei Yan, Chunming Hu, Xiang Zhang, and Jinpeng Huai
NCF: A Neural Context Fusion Approach to Raw Mobility Annotation. IEEE Transactions on Mobile Computing (TMC), 21(1): 226-238, 2022. Renjun Hu, Jingbo Zhou, Xinjiang Lu, Hengshu Zhu, Shuai Ma*, Hui Xiong*
Toward Verifiable and Privacy Preserving Machine Learning Prediction. IEEE Transactions on Dependable and Secure Computing (TDSC), 19(3), 1703-1721, 2022. Chaoyue Niu, Fan Wu*, Shaojie Tang, Shuai Ma, Guihai Chen
Diversifying repairs of Denial constraint violations. Information Systems, 108, 102041, 2022. Shuai Li, Yue Zhang, Zijing Tan*, and Shuai Ma
Experiments and analyses of anonymization mechanisms for trajectory data publishing. Journal of Computer Science and Technology (JCST),37(5): 1026-1048, 2022. She Sun, Shuai Ma*, and Jinhe Song, Wenhai Yue, Xuelian Lin*, Tiejun Ma
Approximate Order Dependency Discovery. The 37th IEEE International Conference on Data Engineering (ICDE), Chania, Greece, 2021. Yifeng Jin, Zijing Tan, Weijun Zeng, and Shuai Ma
A Collective Approach to Scholar Name Disambiguation. The 37th IEEE International Conference on Data Engineering (ICDE), Chania, Greece, 2021. (TKDE Extended Abstract). Dongsheng Luo, Shuai Ma*, Yaowei Yan, Chunming Hu, Xiang Zhang, and Jinpeng Huai
SemFace: Pre-training Encoder and Decoder with a Semantic Interface for Neural Machine Translation. The 59th Annual Meeting of the Association for Computational Linguistics (ACL), Bangkok, Thailand, 2021. Shuo Ren, Long Zhou, Shujie Liu, Furu Wei, Ming Zhou, and Shuai Ma
Control Image Captioning Spatially and Temporally. The 59th Annual Meeting of the Association for Computational Linguistics (ACL), Bangkok, Thailand, 2021. Kun Yan, Lei Ji, Huaishao Luo, Ming Zhou, Nan Duan, and Shuai Ma
SceneRec: Scene-Based Graph Neural Networks for Recommender Systems. The 24th International Conference on Extending Database Technology (EDBT), Nicosia, Cyprus, 2021. (short paper) Gang Wang, Ziyi Guo, Xiang Li, Dawei Yin, and Shuai Ma
Error Bounded Line Simplification Algorithms for Trajectory Compression: An Experimental Evaluation. ACM Transactions on Database Systems (TODS), 46(3):1-44, 2021. Xuelian Lin, Shuai Ma*, Jiahao Jiang, Yanchen Hou, Yihao Fu, and Tianyu Wo
Flexible Aggregate Nearest Neighbor Queries and its Keyword-Aware Variant on Road Networks. IEEE Transactions on Knowledge and Data Engineering (TKDE), 33(12), 3701-3715, 2021 (Extended version of the ICDE'2018 paper). Zhongpu Chen, Bin Yao, Zhijie Wang, Xiaofeng Gao, Shuo Shang, Shuai Ma, and Minyi Guo
The Mass, Fake News, and Cognition Security. Frontiers of Computer Science, 15(3), 153806, 2021. Bin Guo*, Yasan Ding, Yuheng Sun, Shuai Ma, Ke Li, Zhiwen Yu
Approximate Computation for Big Data Analytics. SIGWEB Newsletter, Volume 2021, Number Winter 2021, Article No.4, pp 1-8 (invited). Shuai Ma, and Jinpeng Huai
Improving Spectral Clustering with Deep Embedding, Cluster Estimation and Metric Learning. Knowledge and Information Systems (KAIS), (Special issue: Best of ICDM 2019, invited), 63(3): 675-694, 2021. Liang Duan, Shuai Ma*, Charu Aggarwal, and Saket Sathe.
Ensuring the Correctness of Regular Expressions: A Review. International Journal of Automation and Computing (IJAC), invited, 18(4): 521-535, 2021. Lixiao Zheng, Shuai Ma*, Zuxi Chen, and Xiangyu Luo
Fast Incremental Discovery of Pointwise Order Dependencies. The 46th International Conference on Very Large Data Bases (VLDB), Tokyo, Japan, 2020. Zijing Tan, Ai Ran, Shuai Ma, and Sheng Qin
Efficient Team Formation in Social Networks based on Constrained Pattern Graph. The 36th IEEE International Conference on Data Engineering (ICDE), Dallas, TX, USA, 2020. Yue Kou, Derong Shen, Quinn Snell, Dong Li, Tiezheng Nie, Ge Yu, and Shuai Ma
A Graph-based Coarse-to-fine Method for Unsupervised Bilingual Lexicon Induction. The 58th Annual Meeting of the Association for Computational Linguistics (ACL), Seattle, Washington, 2020. Shuo Ren, Shujie Liu, Ming Zhou, and Shuai Ma
A Retrieve-and-Rewrite Initialization Method for Unsupervised Machine Translation. The 58th Annual Meeting of the Association for Computational Linguistics (ACL), Seattle, Washington, 2020. Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, and Shuai Ma
Why We Go Where We Go: Profiling User Decisions on Choosing POIs. The 29th International Joint Conference on Artificial Intelligence (IJCAI), Yokohama, Japan, 2020. Renjun Hu, Xinjiang Lu, Chuanren Liu, Yanyan Li, Hao Liu, Jingjing Gu, Shuai Ma*, Hui Xiong*
Athena: A Ranking Enabled Scholarly Search System. The 13th ACM International WSDM Conference (WSDM), Houston, Texas, 2020. (Demo paper) Junfeng Liu, Shuai Ma*, Renjun Hu, Chunming Hu, and Jinpeng Huai
An Efficient Approach to Finding Dense Temporal Subgraphs. [ pdf ][ Source Codes are available at GitHub, developed by Renjun Hu ] IEEE Transactions on Knowledge and Data Engineering (TKDE), 32(4): 645-658, 2020 (Extended version of the ICDE'2017 paper). Shuai Ma*, Renjun Hu, Luoshu Wang, Xuelian Lin, and Jinpeng Huai
SURGE: Continuous Detection of Bursty Regions Over a Stream of Spatial Objects. IEEE Transactions on Knowledge and Data Engineering (TKDE), 32(11): 2254-2268, 2020 (Extended version of the ICDE'2018 paper). Kaiyu Feng, Tao Guo, Gao Cong*, Sourav S Bhowmick, and Shuai Ma*
Exploiting User Preference and Mobile Peer Influence for Human Mobility Annotation. ACM Transactions on Knowledge Discovery from Data (TKDD), 14(6), 1-18, 2020. Renjun Hu, Chi Yan, Yanyan Li, Jingbo Zhou, Shuai Ma*, Hui Xiong*
String Generation for Testing Regular Expressions. The Computer Journal, Volume 63, Issue 1, January 2020, Pages 41-65. Lixiao Zheng, Shuai Ma*, Yuanyang Wang, and Gang Lin
Dual-View Variational Autoencoders for Semi-Supervised Text Matching. The 28th International Joint Conference on Artificial Intelligence (IJCAI), Macao, China, 2019 Zhongbin Xie and Shuai Ma
Unsupervised Neural Machine Translation with SMT as Posterior Regularization. The 33rd AAAI Conference on Artificial Intelligence (AAAI), Honolulu, Hawaii, USA, 2019 Shuo Ren, Zhirui Zhang, Shujie Liu, Ming Zhou, and Shuai Ma
Easy First Relation Extraction with Information Redundancy. The 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), Hong Kong, 2019. Shuai Ma*, Gang Wang, Yansong Feng, and Jinpeng Huai.
Explicit Cross-lingual Pre-training for Unsupervised Machine Translation. The 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP), Hong Kong, 2019. Shuo Ren, Yu Wu, Shujie Liu, Ming Zhou, and Shuai Ma
Improving Spectral Clustering with Deep Embedding and Cluster Estimation. (Best Paper Candidate) The IEEE International Conference on Data Mining (ICDM), Beijing, China, 2019. Liang Duan, Charu Aggarwal, Shuai Ma*, and Saket Sathe.
Dynamic News Recommendation with Hierarchical Attention Network. The IEEE International Conference on Data Mining (ICDM), Beijing, China, 2019. (Short paper) Hui Zhang, Xu Chen, and Shuai Ma*
One-Pass Trajectory Simplification Using the Synchronous Euclidean Distance. The VLDB Journal, 28(6), 897-921, 2019. Xuelian Lin, Jiahao Jiang , Shuai Ma*, Yimeng Zuo, and Chunming Hu*
Approximate Computation for Big Data Analytics. CoRR, abs/1901.00232 Shuai Ma, and Jinpeng Huai
大数据近似计算方法与系统 (Big Data Approximate Computation Techinques and Systems). CCF2018-2019中国计算机科学技术发展报告, pp.103~137, 2019. 马帅, 宋景和, 刘俊锋, 刘叔正, 陈瀚清, 张耕瑞, 王鼎正, 胡春明
Query Independent Scholarly Article Ranking. The 34rd IEEE International Conference on Data Engineering (ICDE), Paris, France, 2018. Shuai Ma, Chen Gong, Renjun Hu, Dongsheng Luo, Chunming Hu, and Jinpeng Huai
Flexible Aggregate Nearest Neighbor Queries in Road Networks. The 34rd IEEE International Conference on Data Engineering (ICDE), Paris, France, 2018. Bin Yao, Zhongpu Chen, Xiaofeng Gao, Shuo Shang, Shuai Ma, and Minyi Guo
SURGE: Continuous Detection of Bursty Regions Over a Stream of Spatial Objects. The 34rd IEEE International Conference on Data Engineering (ICDE), Paris, France, 2018 (short). Kaiyu Feng, Tao Guo, Gao Cong, Sourav S Bhowmick, and Shuai Ma
Triangular Architecture for Rare Language Translation. The 56th Annual Meeting of the Association for Computational Linguistics (ACL), Melbourne, Australia. Shuo Ren, Wenhu Chen, Shujie Liu, Mu Li, Ming Zhou, and Shuai Ma
GC: A Graph Caching System for Subgraph/Supergraph Queries. (demo paper) The 44th International Conference on Very Large Data Bases (VLDB), Rio de Janeiro, Brazil, 2018. Jing Wang*, Zichen Liu, Shuai Ma*, Nikos Ntarmos, and Peter Triantafillou
A Highly Non-Volatile Memory Scalable and Efficient File System. The 36th IEEE International Conference on Computer Design (ICCD), Orlando, Florida, USA, 2018. Fan Yang, Junbin Kang, Shuai Ma*, and Jinpeng Huai
Incorporating User Grouping into Retweeting Behavior Modeling. The 23rd International Conference on Database Systems for Advanced Applications (DASFAA), Gold Coast, Australia. Jinhai Zhug, Shuai Ma*, Chunming Hu, Hui Zhang, and Xiong Li
Landmark Image Retrieval by Jointing Feature Refinement and Multi-modal Classifier Learning. IEEE Transactions on Cybernetics, 48(6): 1682-1695, 2018. Xiaoming Zhang, Senzhang Wang, Zhoujun Li, and Shuai Ma
The Landscape of Somatic Mutation in Sporadic Chinese Colorectal Cancer. Oncotarget, Jun 8;9(44):27412-2742, 2018. Zhe Liu, Chao Yang, Xiangchun Li, Wen Luo, Bhaskar Roy, Teng Xiong, Xiuqin Zhang, Huangming Yang, Jian Wang, Zhenhao Ye, Yang Chen, Jinghe Song, Shuai Ma, Yong Zhou, Min Yang, Xiaodong Fang, and Jie Du
Graph Pattern Matching for Dynamic Team Formation. CoRR abs/1401.2690, 2018. Shuai Ma, Jia Li, Chunming Hu, Xudong Liu, and Jinpeng Huai
一种路网感知的在线轨迹压缩方法 (Road Aware Online Trajectory Compression). 软件学报 (Journal of Software, Special Issue, in Chinese), 29(3), 22 pages, 2018. Yimeng Zuo, Xuelian Lin, Shuai Ma, and Jiahao Jiang
一种社交网络中基于事件关联的故事脉络生成方法 (An Approach for Storytelling by Correlating Events from Social Networks). 计算机研究与发展 (Journal of Research and Developement, invited, in Chinese), , Vol. 55 Issue (9): 1972-1986, 2018. Yingying Li, Shuai Ma, Haoyi Jiang, Zhe Liu, Chunming Hu, and Xiong Li
面向网络信息空间的大数据计算 (Cyberspace Oriented Big Data Computation). 《中国计算机学会通讯》2018年第14卷第9期 (Communications of CCF, Volume 14, Number 9, 8-10, 2018, Special Issue Editor, in Chinese) Chunming Hu, Shuai Ma, and Jinpeng Huai
One-Pass Error Bounded Trajectory Simplification. The 43rd International Conference on Very Large Data Bases (VLDB), Munich, Germany, 2017. Xuelian Lin, Shuai Ma*, Han Zhang, Tianyu Wo, and Jinpeng Huai
Fast Computation of Dense Temporal Subgraphs. The 33rd IEEE International Conference on Data Engineering (ICDE), San Diego, California, USA, 2017. Shuai Ma, Renjun Hu, Luoshu Wang, Xuelian Lin, and Jinpeng Huai
Proxies for Shortest Path and Distance Queries. The 33rd IEEE International Conference on Data Engineering (ICDE), San Diego, California, USA, 2017 (TKDE Extended Abstract). Shuai Ma, Kaiyu Feng, Jianxin Li, Haixun Wang, Gao Cong, and Jinpeng Huai
Relaxing Graph Pattern Matching With Explanations. The ACM International Conference on Information and Knowledge Management (CIKM), Singapore, 2017. Jia Li, Yang Cao, and Shuai Ma
Outlier Detection in Sparse Data with Factorization Machines. The ACM International Conference on Information and Knowledge Management (CIKM), Singapore, 2017. Mengxiao Zhu, Charu Aggarwal, Shuai Ma*, Hui Zhang, and Jinpeng Huai
An Ensemble Approach to Link Prediction. IEEE Transactions on Knowledge and Data Engineering (TKDE), 29(11): 2402-2416, 2017 (Extended version of the WSDM'2016 paper). Liang Duan, Shuai Ma*, Charu Aggarwal, Tiejun Ma, and Jinpeng Huai
Virtual Network Mapping in Cloud Computing: A Graph Pattern Matching Approach. The Computer Journal (Special issue: Best Papers of BICOD 2015, invited), 60(3): 287-307, 2017. Yang Cao, Wenfei Fan, and Shuai Ma*
大数据管理技术专刊前言 (Preface: Big Data Management Techniques). 软件学报 (Journal of Software, Special Issue Guest Editor, in Chinese), 28(3), 473-475, 2017. Shuai Ma and Bin Cui
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