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马

马宗民 (Zongmin Ma)

nanjing university of aeronautics and astronautics

31H指数
463论文数
4.1K被引数
收录论文 101
发表时间
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Multi-modal knowledge graph reasoning and applications: A comprehensive survey多模态知识图谱推理与应用：综合述评
errEngineering Applications of Artificial Intelligence
IF8
err2026-09-10
err0
PREAI
errXinyu Liang; Ruizhe Ma; Bao Wang; Li Yan; Zongmin Ma
err分享
err收藏
Modality-decoupled temporal multimodal knowledge graph reasoning via interpretable relation-aware temporal context fusion模态解耦的时间多模态知识图谱推理：基于可解释的关系感知时间上下文融合
errINFORMATION PROCESSING & MANAGEMENT
IF6.9
err2026-08-10
err0
PREAI
errXinyu Liang; Ruizhe Ma; Bao Wang; Li Yan; Zongmin Ma
err分享
err收藏
HSP: A Hierarchical Semantic Preserving method for multimodal entity alignmentHSP：一种用于多模态实体对齐的层次化语义保持方法
errPattern Recognition
IF7.6
err2026-04-29
err0
PREAI
errBao Wang; Ruizhe Ma; Xinyu Liang; Li Yan; Zongmin Ma
err分享
err收藏
Root cause analysis of cloud platform faults based on anomaly correlation graph and graph neural network基于异常关联图和图神经网络的云平台故障根本原因分析
errEngineering Applications of Artificial Intelligence
IF8
err2026-03-20
err0
PREAI
errBeijing Zhou; Bingyan Chen; Li Yan; Xinyu Liang; Zongmin Ma
err分享
err收藏
Temporal knowledge graphs forecasting based on explainable temporal relation tree-graph基于可解释时序关系树-图的时序知识图谱预测
errNeural Networks
IF6.3
err2026-01-07
err0
PREAI
errQihong Wu; Ruizhe Ma; Yuan Cheng; Li Yan; Zongmin Ma
err分享
err收藏
Uncertain spatiotemporal knowledge graph construction with fuzzy spatiotemporal XML data基于模糊时空XML数据的不确定时空知识图谱构建
errApplied Soft Computing
IF6.6
err2025-12-23
err0
PREAI
errHao Ji; Li Yan; Zongmin Ma
err分享
err收藏
FPSO-Time: A Fuzzy Time Series Forecasting Method Based on Fuzzy Particle Swarm Optimization and Reprogrammed Large Language ModelsFPSO-Time: 一种基于模糊粒子群优化和重编程大语言模型的模糊时间序列预测方法
errIEEE Transactions on Fuzzy Systems
IF11.9
err2025-12-15
err0
PREAI
errWenbo Gu; Ruizhe Ma; Yang Yu; Zongmin Ma
err分享
err收藏
Spatiotemporal knowledge graph multi-hop reasoning based on large language models基于大语言模型的时空知识图谱多跳推理
errEngineering Applications of Artificial Intelligence
IF8
err2025-11-30
err0
PREAI
errXinyu Liang; Xiaobei Xu; Ruizhe Ma; Li Yan; Zongmin Ma
err分享
err收藏
Time-Aware Knowledge Graph Reasoning for Machinery Fault Prediction面向机械故障预测的时间感知知识图谱推理
errComputers & Industrial Engineering
IF6.5
err2025-10-06
err0
PREAI
errRuizhe Ma; Hongling Xu; Xiaoping Lu; Xingzhi Feng; Zongmin Ma
err分享
err收藏
Reasoning temporal knowledge graph through neighboring and historical information aggregation通过邻居和历史信息聚合推理时序知识图谱
errKnowledge and Information Systems
IF3.1
err2025-10-04
err0
PREAI
errWei Jia; Ruizhe Ma; Xiaoping Lu; Chao Wang; Weinan Niu; Zongmin Ma
err分享
err收藏
Fuzzy Spatiotemporal Knowledge Graph Queries via Global and Local Uncertain Dynamic Subgraph Reasoning Using Embedding基于嵌入的全局和局部不确定动态子图推理的模糊时空知识图谱查询
errIEEE Transactions on Fuzzy Systems
IF11.9
err2025-09-01
err0
PREAI
errHao Ji; Li Yan; Zongmin Ma
err分享
err收藏
DiffAT: Effective data augmentation with diffusion models for time series forecastingDiffAT：基于扩散模型的时间序列预测有效数据增强
errEngineering Applications of Artificial Intelligence
IF8
err2025-08-26
err0
PREAI
errYang Yu; Ruizhe Ma; Wenbo Gu; Zongmin Ma
err分享
err收藏
Correcting update anomalies in spatiotemporal knowledge graphs with uncertainties纠正时空知识图谱中不确定性的更新异常
errEngineering Applications of Artificial Intelligence
IF8
err2025-07-19
err0
PREAI
errXiaowen Zhang; Li Yan; Beijing Zhou; Zongmin Ma
err分享
err收藏
Spatial and temporal twin-guided pattern recurrent graph network for implementing reasoning of spatiotemporal knowledge graph
errINFORMATION PROCESSING & MANAGEMENT
IF6.9
err2025-01-01
err0
PREAI
errXu, Xiaobei; Ma, Ruizhe; Zhou, Beijing; Yan, Li; Ma, Zongmin
err分享
err收藏
f-KGQA: A fuzzy question answering system for knowledge graphsF-kgqa: 一个面向知识图谱的模糊问答系统
errFUZZY SETS AND SYSTEMS
IF2.7
err2025-01-01
err1
PREAI
errMa, Ruizhe; Liu, Yunxing; Ma, Zongmin
err分享
err收藏
SFTe: Temporal knowledge graphs embedding for future interaction prediction
errenterprise information systems
IF3.4
err2024-11-01
err0
PREAI
errJia, Wei; Ma, Ruizhe; Niu, Weinan; Yan, Li; Ma, Zongmin
err分享
err收藏
Continual knowledge graph embedding enhancement for joint interaction-based next click recommendation
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2024-11-01
err0
PREAI
errKhan, Nasrullah; Ma, Zongmin; Ma, Ruizhe; Polat, Kemal
err分享
err收藏
A fine-grained RDF graph model for fuzzy spatiotemporal data
errAPPLIED SOFT COMPUTING
IF6.6
err2024-11-01
err0
PREAI
errJi, Hao; Yan, Li; Ma, Zongmin
err分享
err收藏
Fuzzy Event Knowledge Graph Embedding Through Event Temporal and Causal Transfer
errIEEE TRANSACTIONS ON FUZZY SYSTEMS
IF11.9
err2024-11-01
err0
PREAI
errWang, Chao; Yan, Li; Ma, Zongmin
err分享
err收藏
Robformer: A robust decomposition transformer for long-term time series forecastingRobformer: 一种用于长期时间序列预测的鲁棒分解变换器
errPATTERN RECOGNITION
IF7.6
err2024-09-01
err5
PREAI
errYu, Yang; Ma, Ruizhe; Ma, Zongmin
err分享
err收藏

研究方向

数据与知识工程
合作学者
合作期刊
W
Wenjun Zhang
H 指数: 74 · 论文数: 1.2K
Y
Yu Wang
H 指数: 65 · 论文数: 949
李燕 封面图
李燕 (Yan Li)
H 指数: 57 · 论文数: 977
K
Kemal Polat
H 指数: 56 · 论文数: 317
刘
刘军 (Jun Liu)
H 指数: 52 · 论文数: 704
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