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