山东大学软件学院副训诫,工学博士,硕士生导师,好意思国德克萨斯大学达拉斯分校拜谒学者,中国狡计机学会(CCF)高档会员,CCF大数据专委委员、数据库专委委员、协同狡计专委委员,IEEE Transactions on Services Computing、Knowledge and Information Systems、Neural Computing and Applications等多个期刊审稿东谈主和CCF推选会议PC成员。主要盘考领域为时空数据管制与分析、迁徙处事推选、处事狡计与差别式协同技艺、个性化经过管制与处事推选、智能数据分析与估计等。
主抓和参与国度重心研发操办课题、国度当然科学基金、山东省当然科学基金、山东省科技发展操办、山东省优秀中后生科学家科研奖励基金等国度和省部级形状十余项,在软件学报、中国科学、ACM TKDD、ICDE 2023、IJCAI 2022、ICSOC 2022/2018、DASFAA 2018、ICWS 2014等国表里紧迫期刊表示议发表论文30余篇,取得山东省科技朝上奖一等奖1 项、二等奖2项、狡计机期骗优秀驱散一等奖1项,获国度级训导驱散二等奖1项,省级训导驱散非凡奖1项。
盘考标的
主要盘考领域为时空数据管制与分析、迁徙处事推选、处事狡计与差别式协同技艺、个性化经过管制与处事推选、智能数据分析与估计等。
讲讲课程
本科生专科课程:软件工程(双语)、面向对象门径瞎想、数据库系统(双语)。
硕士生课程:大数据智能推选系统(Recommender System with Big Data)英文课程。
工程硕士课程:形状管制、软件需求分析。
承担/参与科研形状
1. 处事效用影响成分变化规定定量分析, 国度重心研发操办课题,2021.12 - 2024.11,主抓
2. 面向迁徙用户真履行径场景的个性化处事推选盘考,山东省当然科学基金,2018.03 - 2021.06,主抓
3. 多元海外协同的新软件东谈主才培养模式盘考与现实,山东省省级训导改革形状,2022.10 – 2024.10,主抓
4. 软件界说的云平台智能融划算法盘考,山东省当然科学基金机灵狡计辘集基金,2020.01 – 2022.12,参与(第2位)
5. 多异质信息收集的集成与分析要道问题盘考,山东省当然科学基金,2017.08 - 2020.06,参与(第2位)
6. 社区云狡计环境中的敏捷经过盘考,山东省优秀中后生科学家科研奖励基金形状,2010.12 - 2013.12,主抓
7. 基于粒度狡计的收集处事团员与协同递次盘考,国度当然科学基金形状,2011.01 - 2013.12,参与(第2位)
8. 社会全球处事云平台研发,山东省科技发展操办形状,2010.01-2011.12,主抓
9. 以高端复合型海外化东谈主才培养为导向的特点化示范性软件学院建造探索与现实,栽植部第二批新工科盘考与现实形状,参与(第2位)
10. 大数据时间底下向“国产自主可控”GaussDB的数据库课程现实体系更新升级,栽植部产学勾通协同育东谈主“华为-山东大学新工科建造形状”,2020年,主抓
11. 栽植部高等学校软件工程专科教指委,特点化示范性软件学院栽植改革形状,参与(第2位)
12. 多元海外协同的新软件东谈主才培养模式盘考与现实,山东省省级本科训导改革盘考形状,2021年,主抓
13. 山东大学盘考生海外化课程建造形状,大数据智能推选系统(Big Data for Recommender System),2020年,主抓
曾获奖励
1. “三融一化”的拔尖改进软件东谈主才培养模式探索与现实,国度训导驱散二等奖,2023,排行:2/14
2. “三融一化”的拔尖改进软件东谈主才培养模式探索与现实,山东省训导驱散非凡奖,2022,排行:2/10
3. “四位一体”螺旋式“东谈主工智能+X”盘考生培养模式盘考现实,山东省盘考生训导驱散二等奖,2022,排行:2/9
4.劳能源市集管制信息系统,山东省科技朝上一等奖,2009,排行:5/8
5.基于OSGI体系缚构的东谈主力资源和社会保险一体化平台,山东省科技朝上二等奖,2012,排行:3/9
6.智能用电大界限信息蚁集与处理技艺盘考及期骗姐妹花 av,新金瓶梅山东省科学技艺奖三等奖,2013,排行:4/7
7.苦闷信息直报系统,山东省科技朝上二等奖,2005,排行:3/6
8.数据库在线自动备份系统,山东省狡计机期骗优秀驱散一等奖,2005,排行:1/5
9.山东大学念念政课程比赛三等奖,2020年,第一位
发明专利
1. 一种群组行径推选递次、系统、电子开辟及可读存储介质,ZL202110591196.6,已授权,第一发明东谈主
2. 一种迁徙处事用户轨迹估计递次及系统,ZL202210500248.9,已授权,第一发明东谈主
3. 基于期间序列的众包处事供需缺口估计递次及系统,ZL202110774605.6,已授权,第一发明东谈主
4. 一种相连POI推选递次及系统,202210495679.0,已授权,第一发明东谈主
5. 完竣C2C通用迁徙众包的递次、通用迁徙众包处事器及系统, ZL201811075623.X,已授权,第一发明东谈主
6. 一种基于学问图谱的电子病历问答递次及系统,ZL202010047420.0 2021.6,已授权
7. 一种迁徙用户时空轨迹的挖掘和估计递次及系统,202310331408.6,已受理
8. 一种基于学问图谱挖掘的个性化学习旅途推选递次及系统,202010096087.2,已受理
9. 一种基于深度学习的用户兴致点推选递次与系统,202011084795.0,已授权
10. 基于深度学习的医学图像呈报自动生陈递次及系统,202010940977.7,已受理
11. 一种基于医疗健康大数据的数据科罚递次及系统,202011097864.1,已授权
12. 一种基于集成学习的SNP交互作用检测系统,202210860224.4,已受理
代表性论文
Shaowei Jiang, Wei He(*), Lizhen Cui, Yonghui Xu, Lei Liu. Modeling Long- and Short-term User Preferences via Self-Supervised Learning for Next POI Recommendation. ACM Transactions on Knowledge Discovery from Data, Vol. 17, No. 9, Article 125. June 2023.
Yixin Zhang, Yong Liu, Hao Xiong, Yi Liu, Fuqiang Yu, Wei He, Yonghui Xu, Lizhen Cui, Chunyan Miao. Cross-Domain Disentangled Learning for E-Commerce Live Streaming Recommendation 39th IEEE International Conference on Data Engineering(IEEE ICDE 2023, CCF A), April 2023.
Fenglong Cai; Dong Yuan; Mengwei Xie; Wei He; Lanju Kong; Wei Guo; Yali Jiang, Lizhen Cui, ParaTra: A Parallel Transformer Inference Framework for Concurrent Service Provision in Edge Computing, 2023 IEEE International Conference on Web Services (ICWS 2023, CCF B), Chicago, IL, USA, 2023.
Xiaofang Sun, Yonghui Xu, Xiangwei Zheng, Wei Guo, Wei He, Yali Jiang, Yongqing Zheng, Lizhen Cui. Brain Functional Residual Temporal Convolution Network for Major Depressive Disorder Recognition. 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2023, CCF B)
Xiaojing Yin, Jiwei Huang, Lei Liu, Wei He, Lizhen Cui. An reinforcement learning approach for allocating software resources. Concurr. Comput. Pract. Exp. 35(14) (2023)
草榴社区邀请码Yixin Zhang, Yong Liu, Yonghui Xu, Hao Xiong, Lei Chenyi, Wei He, Lizhen Cui, Miao Chunyan. Enhancing Sequential Recommendation with Graph Contrastive Learning. IJCAI 2022 (CCF A), Oct 2022.
Haiting Zhong, Wei He(*), Lizhen Cui, Lei Liu, Zhongmin Yan, Kun Zhao. Joint Attention Networks with Inherent and Contextual Preference‑Awareness for Successive POI Recommendation, Data Science and Engineering, 7, pages370–382 (2022)
Haiting Zhong, Wei He(*), Lizhen Cui, Lei Liu. Combining User Inherent and Contextual Preferences for Online Recommendation in Location-based Services, ICSOC 2022(CCF B Research full paper), LNCS 13740, pp. 316–330, 2022.
Zhaoming Li, Wei He(*), Ning Liu, Yonghui Xu, Lizhen Cui, Kaiyuan Qi. Balancing Supply and Demand for Mobile Crowdsourcing Services, ICSOC 2022(CCF B Research full paper), LNCS 13740, pp. 285–299, 2022.
Fanglin Zhu, Shunyu Chen, Yonghui Xu, Wei He, Fuqiang Yu, Xu Zhang, Lizhen Cui: Temporal Hypergraph for Personalized Clinical Pathway Recommendation. BIBM 2022: 718-725
Xijie Lin, Yuan Li, Yonghui Xu, Wei Guo, Wei He(*), Honglu Zhang, Lizhen Cui, Chunyan Miao. Personalized Clinical Pathway Recommendation via Attention Based Pre-training. 2021 IEEE International Conference on Bioinformatics and Biomedicine (BIBM 2021, CCF B), Oct. 2021.
Lizhen Cui, Jing Chen, Wei He(*), Hui Li, Wei Guo & Zhiyuan Su. Achieving Approximate Global Optimization of Truth Inference for Crowdsourcing Microtasks, Data Science and Engineering volume 6, pages294–309 (2021)
Xiaojing Yin, Jiwei Huang, Wei He, Wei Guo, Han Yu, Lizhen Cui: Group task allocation approach for heterogeneous software crowdsourcing tasks. Peer-to-Peer Netw. Appl. 14(3): 1736-1747 (2021)
Lizhen Cui; Jing Chen; Wei He(*); Wei Guo . Answer Aggregation for Crowdsourcing Microtasks using Approximate Global Optimal Searching. 2020 IEEE International Conference on Web Services (ICWS 2020, CCF B)
X Lian,W He(*),L Cui,H Li,L Liu. Task Assignment with Consensus Decision for Spatial Crowdsouring. IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA 2020, CCF C)
Y Zhang,W He(*),L Cui,L Liu,Z Yan. Multi-interest Aware Recommendation in Crowdintell Network. IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA 2020, CCF C)
Lizhen Cui,Jing Chen,Wei He(*),Hui Li,Wei Guo. A Pruned DOM-Based Iterative Strategy for Approximate Global Optimization in Crowdsourcing Microtasks. APWeb-WAIM 2020 (CCF C)
Xiaojing Yin, Jiwei Huang, Lei Liu, Wei He, Lizhen Cui: An Iterative Feedback Mechanism for Auto-Optimizing Software Resource Allocation in Multi-Tier Web Systems. CCGRID 2020: 802-809
姜芸, 何伟(*), 崔立真, 杨倩, 刘磊. 迁徙现象和用户轨迹感知的众包处事推选, 狡计机科学与探索, Vol 13, Issue 9, 2019
Yun Jiang, Wei He(*), Lizhen Cui. User Location Prediction in Mobile Crowdsourcing Services. The 16th International Conference on Service Oriented Computing (ICSOC 2018, CCF B). 2018.11.
Yun Jiang, Wei He(*). Spatial Task Allocation Based on User Trajectory Prediction. Communications in Computer and Information Science. Springer, 2018.11.
Qing Wang, Wei He(*), Xinjun Wang, Lizhen cui. Quality-Assure and Budget-Aware Task Assignment for Spatial Crowdsourcing. 12th EAI International Conference on Collaborative Computing (CollaborateCom 2016),2016.11.
何伟,崔立真,任国珍,李庆忠,李婷.迁徙狡计环境下基于动态高下文的个性化Mashup处事推选.《中国科学F辑》(《中国科学 信息科学》), 46(6): 1-23, 2016.06.
Wei He, Hui Li, Lizhen Cui, Shuoyan Lu. Maximizing the Availability of Process Services in Mobile Computing Environments. 2016 IEEE International Conference on Services Computing. (SCC 2016),2016.06.
Wei He, Guozhen Ren, et al. User Behavioral Context-Aware Service Recommendation for Personalized Mashups in Pervasive Environments. 2015 The 17th Asia Pacific Web Conference. (APWeb 2015). LNCS 9313, pp. 696–707, 2015.10.
Wei He, Qingzhong Li, et al. A Context-based Autonomous Construction Approach for Procedural Mashups. 2014 IEEE International Conference on Web Services. (ICWS 2014, CCF B),2014.06.
Zongshui Xiao, Wei He(*), et al. A context-based collaboration supported framework for E-commerce PaaS platform, Proceedings of the 2014 IEEE 18th International Conference on Computer Supported Cooperative Work in Design. 2014.5.
李婷,何伟(*),崔立真,郑永清.基于用户偏好的个性化经过自主构建递次,狡计机集成制造系统. 19(8):1906-1912. 2013.08.
Wenlong Li, Wei He(*). An Improved Collaborative Filtering Approach Based on User Ranking and Item Clustering. Internet and Distributed Computing Systems. Lecture Notes in Computer Science. 2013.10
Zhenchao Zhang, Wei He(*), et al. A component model based on sematic for E‐commerce PaaS platform. 2013 10th Web Information System and Application Conference (WISA2013). 2013.11.
Wei He, Lizhen Cui. A Parallel Approach for Real-Time OLAP Based on Node Performance Awareness. Communications in Computer and Information Science. 207(1):75-88. 2013.06
Wei He, Haiyang Wang. Business process management with group features in pervasive environments. Wireless Communications and Mobile Computing. 2010, Vol.10(10):1334-1349.(SCI IF:0.96)
何伟,崔立真,等.面向及时ROLAP期骗的并行处理递次.第29届中国数据库学术会议(NDBC2012).合肥. 2012.10.
Wei He, Lizhen Cui. An Adaptive Distribution Model for Multi-dimensional Data in Decentralized Environments, WISM 2011(EI, LNCS 6987), 2011.9
何伟,李庆忠,郑永清,崔立真等.社区云狡计环境中的一种数据差别及搜索战术.狡计机盘考与发展. 2010, Vol.47(Supp):407-413.
Wei He, Yongqing Zheng, et al. An Efficient Service Search Strategy in Decentralized E-business Environments. 6th International Conference on Networked Computing and Advanced Information. 2010.08.
Wei He,Lixin Du,Lizhen Cui,A Multi‐Dimensional Measuring Model for E‐travel Service in Decentralized Network,1st International Conference on E-Business and E-Government,2010.5
Wei He, Quansheng Jiang. A Mechanism of Self-maintainable Materialized View-based Distributed Database in Maintaining the Data Replication, Journal of Computational Information Systems, 2008
Wei He, Haiyang Wang, Lizhen Cui. A True Decentralized Framework for Smart-flow Applications in Pervasive Computing Environments, ICPCA 2008, 2008.
Wei He, Haiyang Wang. A Groupware Supported Workflow Model and its Applications in Pervasive Computing Environments, ICPCA 2007, 2007.
Wei He, Haiyang Wang. A Groupware-supported Workflow Model and its Applications in Electric Power Enterprise, CSCWD 2007
何伟,王海洋,林宗锴. 普适狡计环境中基于群组秉性的业务经过管制,软件学报, 2007.12
本东谈主盘考生从事的责任领域
金融、电力、通讯、互联网公司、大专院校及科研院所等。