（1） 2010.09 - 2015.06 1946伟德国际源自英国，计算机科学与技术，博士

（2） 2004.09 - 2007.07 中国矿业大学，计算机应用技术，硕士

（1）2019.01 至今, 1946伟德国际源自英国, 1946伟德国际源自英国, 副研究员

（2）2016.01 - 2018.12, 1946伟德国际源自英国, 电子信息与电气工程公司，计算机科学与工程系, 助理研究员

C++程序设计思想与方法（本科生）

在国内外重要刊物和会议上发表论文120多篇，期刊包括TPDS，TC，TKDE，TON，TSC等，会议包括ASPLOS，WWW，SIGMETRICS，SIGKDD，AAAI等。近3年发表的部分论文如下：

[1]     Qin Hua, Dingyu Yang, Shiyou Qian*, Jian Cao, Guangtao Xue, Minglu Li: Humas: A Heterogeneity- and Upgrade-Aware Microservice Auto-Scaling Framework in Large-Scale Data Centers. IEEE Trans. Computers 74(3): 968-982 (2025)

[2]     Zhengyu Liao, Shiyou Qian*, Zhonglong Zheng*, Jian Cao, Guangtao Xue, Minglu Li: AWB+-Tree: A Novel Width-Based Index Structure Supporting Hybrid Matching for Large-Scale Content-Based Pub/Sub Systems. IEEE Trans. Parallel Distributed Syst. 36(6): 1268-1281 (2025)

[3]     Jiaang Duan, Shiyou Qian*, Hanwen Hu, Dingyu Yang, Jian Cao, Guangtao Xue: PipeCo: Pipelining Cold Start of Deep Learning Inference Services on Serverless Platforms. SIGMETRICS (Abstracts) 2025: 151-153

[4]     Hanwen Hu, Cheng Zeng, Shiyou Qian*, Jianhua Zhou, Jian Cao, Yirong Chen, Jie Wang, Han Han: MPF: A Multi-Noise Perception Framework to Enhance Online Map Matching Algorithms. IEEE Trans. Intell. Transp. Syst. 26(4): 4633-4646 (2025)

[5]     Hanwen Hu, Shiyou Qian*, Dingyu Yang, Jian Cao, Guangtao Xue: Iterative Time Series Imputation by Maintaining Dependency Consistency. ACM Trans. Knowl. Discov. Data 19(1): 6:1-6:24 (2025)

[6]     Hanwen Hu, Zhangchi Han, Shiyou Qian*, Dingyu Yang, Jian Cao, Guangtao Xue: Pattern-oriented Attention Mechanism for Multivariate Time Series Forecasting. ACM Trans. Knowl. Discov. Data 19(2): 38:1-38:26 (2025)

[7]     Haiyang Ren, Shiyou Qian*, Zhonglong Zheng*, Jiange Zhang, Zhengyu Liao, Hanwen Hu, Jian Cao, Guangtao Xue, Minglu Li: EPC: An ensemble packet classification framework for efficient and stable performance. Comput. Networks 265: 111306 (2025)

[8]     Yongpeng Dong, Shiyou Qian*, Tianchen Ding, Jian Cao, Guangtao Xue, Minglu Li: Proactive event matching with predictive analysis in content-based publish/subscribe systems. Inf. Syst. 129: 102508 (2025)

[9]     Wei Guan, Jian Cao*, Haiyan Zhao, Yang Gu, Shiyou Qian: Survey and Benchmark of Anomaly Detection in Business Processes. IEEE Trans. Knowl. Data Eng. 37(1): 493-512 (2025)

[10]  Wei Guan, Jian Cao*, Jianqi Gao, Haiyan Zhao, Shiyou Qian: DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models. AAAI 2025: 11735-11744

[11]  Yang Gu, Jian Cao*, Hengyu You, Nengjun Zhu, Shiyou Qian: ADELA: Accelerating Evolutionary Design of Machine Learning Pipelines with the Accompanying Surrogate Model. AAAI 2025: 16915-16923

[12]  Qiqi Cai, Jian Cao*, Yirong Chen, Shiyou Qian, Liangxiao Yuan, Jie Wang: PREFER: A Pre-trained Model Recommendation Framework for Edge Computing Enabled Traffic Flow Prediction. ACM Trans. Knowl. Discov. Data 19(2): 30:1-30:26 (2025)

[13]  Zhengyu Liao, Shiyou Qian*, Zhonglong Zheng*, Jiange Zhang, Jian Cao, Guangtao Xue, Minglu Li: PT-Tree: A Cascading Prefix Tuple Tree for Packet Classification in Dynamic Scenarios. IEEE/ACM Trans. Netw. 32(1): 506-519 (2024)

[14]  Zhengyu Liao, Shiyou Qian*, Zhonglong Zheng*, Jiange Zhang, Jian Cao, Guangtao Xue, Minglu Li: DBTable: Leveraging Discriminative Bitsets for High-Performance Packet Classification. IEEE/ACM Trans. Netw. 32(6): 5232-5246 (2024)

[15]  Yongpeng Dong, Shiyou Qian*, Wanghua Shi, Junshen Li, Jian Cao, Guangtao Xue: OEM: An operation-aware event matching algorithm for content-based Pub/Sub systems. Comput. Networks 250: 110561 (2024)

[16]  Wei Guan, Jian Cao*, Haiyan Zhao, Yang Gu, Shiyou Qian: WAKE: A Weakly Supervised Business Process Anomaly Detection Framework via a Pre-Trained Autoencoder. IEEE Trans. Knowl. Data Eng. 36(6): 2745-2758 (2024)

[17]  Wei Guan, Jian Cao*, Yang Gu, Shiyou Qian: GAMA: A multi-graph-based anomaly detection framework for business processes via graph neural networks. Inf. Syst. 124: 102405 (2024)

[18]  Yang Gu, Jian Cao*, Shiyou Qian, Nengjun Zhu, Wei Guan: ProSwats: A Proxy-based Scientific Workflow Retrieval Approach by Bridging the Gap between Textual and Structural Semantics. ICWS 2024: 932-943

[19]  Wei Guan, Jian Cao*, Yan Yao, Yang Gu, Shiyou Qian: COMB: Interconnected Transformers-Based Autoencoder for Multi-Perspective Business Process Anomaly Detection. ICWS 2024: 1115-1124

[20]  Qin Hua, Dingyu Yang, Shiyou Qian*, Hanwen Hu, Jian Cao, Guangtao Xue: KAE-Informer: A Knowledge Auto-Embedding Informer for Forecasting Long-Term Workloads of Microservices. WWW 2023: 1551-1561

[21]  Hanwen Hu, Shiyou Qian*, Jingchao Ouyang, Jian Cao, Han Han, Jie Wang, Yirong Chen: AMM: An Adaptive Online Map Matching Algorithm. IEEE Trans. Intell. Transp. Syst. 24(5): 5039-5051 (2023)

[22]  Yongpeng Dong, Shiyou Qian*, Wanghua Shi, Jian Cao, Guangtao Xue: EEM: An elastic event matching framework for content-based publish/subscribe systems. Comput. Networks 232: 109837 (2023)

[23]  Qin Hua, Hanwen Hu, Shiyou Qian*, Dingyu Yang, Jian Cao: Bi-GAE: A Bidirectional Generative Auto-Encoder. J. Comput. Sci. Technol. 38(3): 626-643 (2023)

[24]  Yang Gu, Jian Cao*, Shiyou Qian and Wei Guan, SWORTS: A Scientific Workflow Retrieval Approach by Learning Textual and Structural Semantics, IEEE Transactions on Services Computing, 2023, 4205-4219

[25]  Jian Cao*, Naixuan Wang, Shiyou Qian, Wei Guan: When to Invoke a Prediction Service for Business Process Monitoring? IEEE Trans. Serv. Comput. 16(4): 3061-3074 (2023)

[26]  Wei Guan, Jian Cao*, Yang Gu, Shiyou Qian: GRASPED: A GRU-AE Network Based Multi-Perspective Business Process Anomaly Detection Model. IEEE Trans. Serv. Comput. 16(5): 3412-3424 (2023)

[27]  Bohan Jia, Jian Cao*, Shiyou Qian, Nengjun Zhu, Xin Dong, Liang Zhang, Lei Cheng, Linjian Mo: SMONE: A Session-based Recommendation Model Based on Neighbor Sessions with Similar Probabilistic Intentions. ACM Trans. Knowl. Discov. Data 17(8): 111:1-111:22 (2023)

[28]  Yang Gu, Jian Cao*, Jinghua Tang, Shiyou Qian, Wei Guan，SWARM: A Scientific Workflow Fragments Recommendation Approach via Contrastive Learning and Semantic Matching, The 21st International Conference on Service-Oriented Computing (ICSOC2023)，Vol. 14419 Part II: 54-71

[29]  Jian Cao*, Chi Wang, Wei Guan, Shiyou Qian, Haiyan Zhao， Remaining Time Prediction for Collaborative Business Processes with Privacy Preservation, The 21st International Conference on Service-Oriented Computing (ICSOC2023)，Vol. 14419 Part II: 38-53

[30] Yang Gu, Jian Cao*, Yuan Guo, Shiyou Qian, Wei Guan，Plan, Generate and Match: Scientific Workflow Recommendation with Large Language Models, The 21st International Conference on Service-Oriented Computing (ICSOC2023)，Vol. 14419 Part I: 86-102

主持完成：

国家自然科学基金项目1项

国家重点研发计划子课题1项

中交、华为、阿里等横向课题10余项

参与完成：

国家自然科学基金重点项目2项，国家863计划课题3项，上海市科委重大项目2项等

上海市技术发明一等奖1项（主要完成人）

上海市科技进步二等奖2项（主要完成人）

华为火花奖2项

港口行业科技进步一等奖1项（主要完成人）

上海市计算机学会技术发明一等奖1项（主要完成人）

中国水运建设行业协会科学技术奖一等奖1项（主要完成人）

中国施工协会科学技术进步二等奖1项（主要完成人）

上海勘察设计优秀项目计算机类二等奖1项（主要完成人）

1946伟德国际源自英国科研成果二等奖1项（主要完成人）

上海产学研合作优秀项目奖三等奖1项（主要完成人）

CCF、ACM、IEEE会员