姓名:马文明
职务:副院长
职称:教授
所在院系:软件工程系
最后学位:博士
最后学历:研究生
最后毕业院校:北京邮电大学
所学专业:计算机科学与技术
研究方向:机器学习、图神经网络、推荐系统、数据挖掘
联系方式:mwmytu@126.com
软件工程、Java面向对象程序设计
主要科研论文:
[1] Xiao Zhu, Wenming Ma*, Xiagling Wu, Shengyang Sun, Xiaoang Zhu,Activity-based capability updating method for task assignment in mobile crowdsensing,Computer Networks,Volume 265,2025,111304.(SCI三区)
[2] Yixuan Luo, Wenming Ma*, Shudong Liu, Xiangrong Tong, Xiaolin Du, Zhaowei Liu, Mingqi Li, Hongwei Jiang,Multi-view subspace clustering via slack consistency and double-side orthogonal diversity,Expert Systems with Applications,Volume 277,2025,127118.(SCI一区)
[3] Hongwei Jiang, Wenming Ma*, Jian Dai, Jianguo Ding, Xiangrong Tong, Yingjie Wang, Xiaolin Du, Dalong Jiang, Yixuan Luo, Jinghui Zhang,Cross Representation Subspace Learning for Multi-view Clustering,Expert Systems with Applications,2025,128007.(SCI一区)
[4] Mingqi Li, Wenming Ma*, Zihao Chu,User preference interaction fusion and swap attention graph neural network for recommender system,Neural Networks,Volume 184,2025,107116.(SCI二区)
[5] Zihao Chu, Wenming Ma*, Mingqi Li, Hao Chen, Adaptive Decision Spatio-temporal neural ODE for traffic flow forecasting with Multi-Kernel Temporal Dynamic Dilation Convolution, Neural Networks,Volume 179,2024,106549.(SCI二区)
[6] Jinkai Zhang, Wenming Ma*,Hybrid structural graph attention network for POI recommendation,Expert Systems with Applications,Volume 248,2024,123436.(SCI一区)
[7] Wenming Ma, Mingqi Li, Jian Dai, Jianguo Ding, Zihao Chu, and Hao Chen. Nutrition-Related Knowledge Graph Neural Network for Food Recommendation, Foods, 13, no. 13: 2144,2024.(SCI二区)
[8] Ma, W., Chu, Z., Chen, H. et al. Spatio-temporal envolutional graph neural network for traffic flow prediction in UAV-based urban traffic monitoring system. Sci Rep 14, 26800 (2024).(SCI三区)
[9] Wenming Ma, Mingqi Li, Zihao Chu, and Hao Chen. Smart Biosensor for Breast Cancer Survival Prediction Based on Multi-View Multi-Way Graph Learning, Sensors 24, no. 11: 3289,2024.(SCI三区)
[10] Zhang, Jinkai, Wenming Ma*, En Zhang, and Xuchen Xia. Time-Aware Dual LSTM Neural Network with Similarity Graph Learning for Remote Sensing Service Recommendation, Sensors 24, no. 4: 1185, 2024.(SCI三区)
[11] Zhang, En, Wenming Ma*, Jinkai Zhang, and Xuchen Xia. 2023. A Service Recommendation System Based on Dynamic User Groups and Reinforcement Learning, Electronics ,12, no. 24: 5034,2023.(SCI三区)
[12] Xia, Xuchen, Wenming Ma*, Jinkai Zhang, and En Zhang. Community-Enhanced Contrastive Learning for Graph Collaborative Filtering,Electronics,12, no. 23: 4831.2023. (SCI三区)
[13]朱建豪,马文明*,王冰,武聪.融合时空网络和自注意力的兴趣点序列推荐.计算机工程与设计 44 (2), 590-597,2023.(中文核心)
[14] Zhao, Xiaofan,Wenming Ma. Event Recommendation Based on Heterogeneous Social Network Information and Time Information. Proceedings of the 4th International Conference on Advanced Information Science and System. 2022.
[14] Yin, Shuai, Wenming Ma*. Attribute inference based on user similarity and random walk.2022 IEEE International Conference on Services Computing (SCC). IEEE, 2022.
[15]王冰,马文明*,武聪,郝昱猛.融合信任相似度的偏置概率矩阵分解算法, 山东大学学报 (工学版) 52 (4), 110-117,2022.(中文核心)
[16]武聪,马文明*,王冰,朱建豪. 融合用户标签相似度的矩阵分解算法,南京大学学报 (自然科学版) 58 (1), 143-152,2022.(中文核心)
[17]单荣杰,马文明*,祁明明. 基于用户-项目交叉注意力机制的迁移推荐模型,计算机应用与软件 39, 1,2022.(中文核心)
[18]宋玉龙,马文明*,刘彤彤.融合用户信任度的概率矩阵分解群组推荐算法,计算机工程 48 (1), 105-111,2022.(中文核心)
[19] 郝昱猛,马文明*, 王冰. 基于特定用户约束的概率矩阵分解算法,南京大学学报 (自然科学版) 57 (5), 818-827,2021.(中文核心)
[20] W Ma, Q Zhang, C Mu, M Zhang. QoS prediction for neighbor selection via deep transfer collaborative filtering in video streaming P2P networks, International Journal of Digital Multimedia Broadcasting 2019 (1), 1326831.
[21] W Ma, R Shan, M Qi. General collaborative filtering for Web service QoS prediction, Mathematical Problems in Engineering 2018 (1), 5787406.(SCI四区)
[22] W Ma, J Shi, R Zhao. Normalizing Item‐Based Collaborative Filter Using Context‐Aware Scaled Baseline Predictor,Mathematical Problems in Engineering 2017 (1), 6562371.(SCI四区)
发明专利:
[1] 一种基于嵌入噪声和深浅层对比的物品推荐方法及系统,1/9, 发明专利,专利号:ZL 2024 1 1345344.6; 授权公告号:CN 118861434 B,2024.12。
[2] 基于自适应的交通流量预测方法、系统、装置、存储介质,1/7,发明专利,专利号:ZL 2024 1 0985573.8; 授权公告号:CN 118522155 B,2024.09。
[3] 基于知识图谱和神经网络的物品推荐方法、系统和设备,1/4, 发明专利,专利号:ZL 2024 1 0322936.X; 授权公告号:CN 117952724 B,2024.06。
[4] 一种基于用户群和强化学习的项目推荐方法、系统和设备,1/4,发明专利,专利号:ZL 2024 1 0244548.4; 授权公告号:CN 117851650 B,2024.05。
[5] 基于混合结构图的用户兴趣点推荐方法、系统和设备,1/4,发明专利,专利号:ZL 2023 1 1657312.5; 授权公告号:CN 117370672 B,2024.02。
主要科研项目:
2014.5-2015.6 基于大数据技术的手机版油井生产管理系统研发,纵向,省部级,2014M550760,中国博士后基金委 主持,结题
2017.1-2019.12 点对点网络个性化资源推荐和定位研究,纵向,国家级,61602399 国家基金委,主持,结题
2016.7月至今 主持各类横向课题500多万
主要获奖:
2022.3 课程变革、产教融合、拔尖创新:“三三三”应用型人才培养模式探索与实践 山东省教育厅 教学成果奖 省部级 二等奖
2021.6 构建与实施“三位一体”科技创新新育人新模式,建设国家一流本科专业 烟台大学 教学成果奖 厅局级 特等奖
2022.1 基于海洋高端装备的大数据与智能制造技术服务平台 烟台市科学技术信息学会 科学技术奖 厅局级 一等奖