马文明｜烟台大学｜学者主页

2026

Dynamic worker selection and task allocation in crowdsourcing: A hybrid behavior-driven and supply-aware approach

Xiaoang Zhu, Wenming Ma, Jinghui Zhang, Xiaolin Du, Ziqiang Yu, Xiangling Wu, Xiao Zhu, Shengyang Sun

Computers & Electrical Engineering

DOI

2026

A Q-guided offline reinforcement learning framework for incentive mechanism optimization in spatial crowdsourcing

Shengyang Sun, Wenming Ma, Xiaoyan Dai, Ge Liu, Xiaoang Zhu, Jinghui Zhang

Expert Systems with Applications

DOI

2026

An incentive mechanism based on Multi-Agent Attentive Dueling Double Deep Q-Networks for Mobile Crowdsensing with incomplete information

Xiangling Wu, Wenming Ma, Xiaoyan Dai, Xiao Zhu, Shengyang Sun, Xiaoang Zhu

Computer Networks

DOI

2026

Covariance-driven consistency and MMD complementarity with hybrid graph for multi-view clustering

Hongwei Jiang, Wenming Ma, Yixuan Luo, Xin Duan, Jinghui Zhang

Neural Networks

DOI

2026

Data quality guided multi task allocation based on bi-level deep reinforcement learning in crowdsensing

Xiao Zhu, Wenming Ma, Xiagling Wu, Xiaoang Zhu, Shengyang Sun

Computer Communications

DOI

2026

Deep multi-view clustering via structure preserving learning

Yixuan Luo, Wenming Ma, Xiaolin Du, Qian Xu, Jinghui Zhang, Zhendong Cui, Xiaoyan Dai, Hongwei Jiang

Knowledge-Based Systems

DOI

2025

Cross representation subspace learning for multi-view clustering

Hongwei Jiang, Wenming Ma, Jian Dai, Jianguo Ding, Xiangrong Tong, Yingjie Wang, Xiaolin Du, Dalong Jiang, Yixuan Luo, Jinghui Zhang

Expert Systems With Applications，Vol. 286

DOI

2025

Multi-view subspace clustering via slack consistency and double-side orthogonal diversity

Yixuan Luo, Wenming Ma, Shudong Liu, Xiangrong Tong, Xiaolin Du, Zhaowei Liu, Mingqi Li, Hongwei Jiang

Expert Systems With Applications，Vol. 277

DOI

2025

Personalized cross-domain recommendation with meta networks and contrastive learning

Shudong Liu, Xiping Hao, Xu Chen, Wenming Ma, Feng Gu

Applied Soft Computing

DOI

2025

Multi-time Scale Augmented Neural ODEs graph neural for traffic flow prediction with elastic channel variation

Zihao Chu, Wenming Ma, Mingqi Li, Hao Chen

Applied Soft Computing

DOI

2025

A Pareto-based genetic algorithm for online task allocation in mobile crowdsensing

Xiangling Wu, Wenming Ma, Xiao Ping Zhu, Shengyang Sun, Xiaoang Zhu

Computer Communications

DOI

2025

Activity-based capability updating method for task assignment in mobile crowdsensing

Xiao Ping Zhu, Wenming Ma, Xiagling Wu, Shengyang Sun, Xiaoang Zhu

Computer Networks

DOI

2025

User preference interaction fusion and swap attention graph neural network for recommender system

Mingqi Li, Wenming Ma, Zihao Chu

Neural Networks

DOI

2024

Hybrid structural graph attention network for POI recommendation

Jinkai Zhang, Wenming Ma

Expert Systems With Applications，Vol. 248

DOI

2024

Spatio-temporal envolutional graph neural network for traffic flow prediction in UAV-based urban traffic monitoring system

Wenming Ma, Zihao Chu, Hao Chen, Mingqi Li

Scientific Reports

DOI

2024

Adaptive Decision Spatio-temporal neural ODE for traffic flow forecasting with Multi-Kernel Temporal Dynamic Dilation Convolution

Zihao Chu, Wenming Ma, Mingqi Li, Hao Chen

Neural Networks

DOI

2024

Nutrition-Related Knowledge Graph Neural Network for Food Recommendation

Wenming Ma, Mingqi Li, Jian Dai, Jianguo Ding, Zihao Chu, Hao Chen

Foods

DOI

2024

Smart Biosensor for Breast Cancer Survival Prediction Based on Multi-View Multi-Way Graph Learning

Wenming Ma, Mingqi Li, Zihao Chu, Hao Chen

Sensors

DOI

2024

KGIE: Knowledge graph convolutional network for recommender system with interactive embedding

Mingqi Li, Wenming Ma, Zihao Chu

Knowledge-Based Systems

DOI

2024

Time-Aware Dual LSTM Neural Network with Similarity Graph Learning for Remote Sensing Service Recommendation

Jinkai Zhang, Wenming Ma, En Zhang, Xuchen Xia

Sensors

DOI

2023

融合时空网络和自注意力的兴趣点序列推荐

朱建豪，马文明，王冰，武聪

《计算机工程与设计》

2023

A Service Recommendation System Based on Dynamic User Groups and Reinforcement Learning

En Zhang, Wenming Ma, Jinkai Zhang, X. M. Xia

Electronics

DOI

2023

Community-Enhanced Contrastive Learning for Graph Collaborative Filtering

X. M. Xia, Wenming Ma, Jinkai Zhang, En Zhang

Electronics

DOI

2022

基于用户-项目交叉注意力机制的迁移推荐模型

单荣杰，马文明，祁明明

《计算机应用与软件》

2022

融合信任相似度的偏置概率矩阵分解算法

王冰，马文明，武聪，郝昱猛

《山东大学学报(工学版)》

2022

融合用户标签相似度的矩阵分解算法

武聪，马文明，王冰，朱建豪

《南京大学学报(自然科学)》

2022

Event Recommendation Based on Heterogeneous Social Network Information and Time Information

Xiaofan Zhao, Wenming Ma

International Conference on Advanced Information Science and System (AISS)

DOI

2022

Attribute Inference Based on User Similarity and Random Walk

Shuai Yin, Wenming Ma

IEEE International Conference on Services Computing

DOI

2021

Interactive Reinforcement Learning Strategy

Zhenjie Shi, Wenming Ma, Shuai Yin, Hailiang Zhang, Xiaofan Zhao

DOI

2020

面向群组的电影推荐系统应用

刘彤彤，马文明，李湘南，宋玉龙

《电子技术与软件工程》

2020

基于概率矩阵分解的组推荐系统研究

宋玉龙，马文明，刘彤彤

《电子技术与软件工程》

2020

基于循环神经网络的旅游地点推荐系统设计与实现

祁明明，马文明，单荣杰

《电子技术与软件工程》

2020