A Survey on Multimodal Knowledge Graphs: Construction, Completion and Applications
As an essential part of artificial intelligence, a knowledge graph describes the real-world entities, concepts and their various semantic relationships in a structured way and has been gradually popularized in a variety practical scenarios. The majority of existing knowledge graphs mainly concentrat...
| Published in: | Mathematics |
|---|---|
| Main Authors: | Yong Chen, Xinkai Ge, Shengli Yang, Linmei Hu, Jie Li, Jinwen Zhang |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2023-04-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2227-7390/11/8/1815 |
Similar Items
MGKGR: Multimodal Semantic Fusion for Geographic Knowledge Graph Representation
by: Jianqiang Zhang, et al.
Published: (2024-12-01)
by: Jianqiang Zhang, et al.
Published: (2024-12-01)
Multimodal Temporal Knowledge Graph Embedding Method Based on Mixture of Experts for Recommendation
by: Bingchen Liu, et al.
Published: (2025-08-01)
by: Bingchen Liu, et al.
Published: (2025-08-01)
BioBLP: a modular framework for learning on multimodal biomedical knowledge graphs
by: Daniel Daza, et al.
Published: (2023-12-01)
by: Daniel Daza, et al.
Published: (2023-12-01)
Enhancing foundation models for scientific discovery via multimodal knowledge graph representations
by: Vanessa Lopez, et al.
Published: (2025-01-01)
by: Vanessa Lopez, et al.
Published: (2025-01-01)
Investigating the Challenges and Prospects of Construction Models for Dynamic Knowledge Graphs
by: Maha Farghaly, et al.
Published: (2024-01-01)
by: Maha Farghaly, et al.
Published: (2024-01-01)
Survey on Inductive Learning for Knowledge Graph Completion
by: LIANG Xinyu, SI Guannan, LI Jianxin, TIAN Pengxin, AN Zhaoliang, ZHOU Fengyu
Published: (2023-11-01)
by: LIANG Xinyu, SI Guannan, LI Jianxin, TIAN Pengxin, AN Zhaoliang, ZHOU Fengyu
Published: (2023-11-01)
An Approach to Knowledge Base Completion by a Committee-Based Knowledge Graph Embedding
by: Su Jeong Choi, et al.
Published: (2020-04-01)
by: Su Jeong Choi, et al.
Published: (2020-04-01)
QubitE:Qubit Embedding for Knowledge Graph Completion
by: LIN Xueyuan, E Haihong , SONG Wenyu, LUO Haoran, SONG Meina
Published: (2023-11-01)
by: LIN Xueyuan, E Haihong , SONG Wenyu, LUO Haoran, SONG Meina
Published: (2023-11-01)
A Brief Survey on Deep Learning-Based Temporal Knowledge Graph Completion
by: Ningning Jia, et al.
Published: (2024-10-01)
by: Ningning Jia, et al.
Published: (2024-10-01)
A Dynamic Convolutional Network-Based Model for Knowledge Graph Completion
by: Haoliang Peng, et al.
Published: (2022-03-01)
by: Haoliang Peng, et al.
Published: (2022-03-01)
Tuck-KGC: based on tensor decomposition for diabetes knowledge graph completion model integrating Chinese and Western medicine
by: Jiangtao ZhangSun, et al.
Published: (2025-02-01)
by: Jiangtao ZhangSun, et al.
Published: (2025-02-01)
Survey on Few-Shot Knowledge Graph Completion Technology
by: PENG Yanfei, ZHANG Ruisi, WANG Ruihua, GUO Jialong
Published: (2023-06-01)
by: PENG Yanfei, ZHANG Ruisi, WANG Ruihua, GUO Jialong
Published: (2023-06-01)
Research on Parameter-Efficient Knowledge Graph Completion Methods and Their Performance in the Cybersecurity Field
by: Bin Chen, et al.
Published: (2025-01-01)
by: Bin Chen, et al.
Published: (2025-01-01)
A solution and practice for combining multi-source heterogeneous data to construct enterprise knowledge graph
by: Chenwei Yan, et al.
Published: (2023-09-01)
by: Chenwei Yan, et al.
Published: (2023-09-01)
ShallowBKGC: a BERT-enhanced shallow neural network model for knowledge graph completion
by: Ningning Jia, et al.
Published: (2024-05-01)
by: Ningning Jia, et al.
Published: (2024-05-01)
A Few-Shot Knowledge Graph Completion Model With Neighbor Filter and Affine Attention
by: Hongfang Gong, et al.
Published: (2025-01-01)
by: Hongfang Gong, et al.
Published: (2025-01-01)
Vulnerability Information Completion Based on Security Knowledge Graph and Reverse Features
by: Sha ZHOU, Guowei SHEN, Chun GUO
Published: (2024-01-01)
by: Sha ZHOU, Guowei SHEN, Chun GUO
Published: (2024-01-01)
Medical Knowledge Graph: Data Sources, Construction, Reasoning, and Applications
by: Xuehong Wu, et al.
Published: (2023-06-01)
by: Xuehong Wu, et al.
Published: (2023-06-01)
Knowledge graph and knowledge reasoning: A systematic review
by: Ling Tian, et al.
Published: (2022-06-01)
by: Ling Tian, et al.
Published: (2022-06-01)
Seismic Facies Recognition Based on Multimodal Network with Knowledge Graph
by: Binpeng Yan, et al.
Published: (2025-10-01)
by: Binpeng Yan, et al.
Published: (2025-10-01)
Geometry Interaction Embeddings for Interpolation Temporal Knowledge Graph Completion
by: Xuechen Zhao, et al.
Published: (2024-06-01)
by: Xuechen Zhao, et al.
Published: (2024-06-01)
Review of construction and reasoning methods for knowledge graphs in coal mining domain
by: LUO Xiangyu, et al.
Published: (2024-11-01)
by: LUO Xiangyu, et al.
Published: (2024-11-01)
A Quaternion-Embedded Capsule Network Model for Knowledge Graph Completion
by: Heng Chen, et al.
Published: (2020-01-01)
by: Heng Chen, et al.
Published: (2020-01-01)
Learning Temporal Knowledge Graphs via Time-Sensitive Graph Attention
by: Jinqing Shen, et al.
Published: (2025-01-01)
by: Jinqing Shen, et al.
Published: (2025-01-01)
MSEN: A Multi-Scale Evolutionary Network for Modeling the Evolution of Temporal Knowledge Graphs
by: Yong Yu, et al.
Published: (2023-09-01)
by: Yong Yu, et al.
Published: (2023-09-01)
A Review of Knowledge Graph Completion
by: Mohamad Zamini, et al.
Published: (2022-08-01)
by: Mohamad Zamini, et al.
Published: (2022-08-01)
A Text Generation Method Based on a Multimodal Knowledge Graph for Fault Diagnosis of Consumer Electronics
by: Yuezhong Wu, et al.
Published: (2024-11-01)
by: Yuezhong Wu, et al.
Published: (2024-11-01)
ISA-KGC: Integrated Semantics-Structure Analysis in Knowledge Graph Completion
by: Xingyu Liu, et al.
Published: (2024-01-01)
by: Xingyu Liu, et al.
Published: (2024-01-01)
PEJL: A path-enhanced joint learning approach for knowledge graph completion
by: Xinyu Lu, et al.
Published: (2023-06-01)
by: Xinyu Lu, et al.
Published: (2023-06-01)
ProtoE: Enhancing Knowledge Graph Completion Models with Unsupervised Type Representation Learning
by: Yuxun Lu, et al.
Published: (2022-07-01)
by: Yuxun Lu, et al.
Published: (2022-07-01)
A Cybersecurity Knowledge Graph Completion Method Based on Ensemble Learning and Adversarial Training
by: Peng Wang, et al.
Published: (2022-12-01)
by: Peng Wang, et al.
Published: (2022-12-01)
MRE: A translational knowledge graph completion model based on multiple relation embedding
by: Xinyu Lu, et al.
Published: (2023-01-01)
by: Xinyu Lu, et al.
Published: (2023-01-01)
Improved Knowledge Graph Completion Method for Capsule Network
by: WANG Weimei, SHI Yimin, LI Guanyu
Published: (2020-08-01)
by: WANG Weimei, SHI Yimin, LI Guanyu
Published: (2020-08-01)
SFCA: A Scalable Formal Concepts Driven Architecture for Multi-Field Knowledge Graph Completion
by: Xiaochun Sun, et al.
Published: (2023-06-01)
by: Xiaochun Sun, et al.
Published: (2023-06-01)
Knowledge Graph Completion Model Based on Quaternion Capsule Network
by: CHEN Heng, WANG Siyi, LI Guanyu, QI Ruihua, YANG Chen, WANG Weimei
Published: (2022-02-01)
by: CHEN Heng, WANG Siyi, LI Guanyu, QI Ruihua, YANG Chen, WANG Weimei
Published: (2022-02-01)
Restricting the Spurious Growth of Knowledge Graphs by Using Ontology Graphs
by: Kina Tatchukova, et al.
Published: (2024-01-01)
by: Kina Tatchukova, et al.
Published: (2024-01-01)
Joint Relational Patterns and Analogy Transfer Knowledge Graph Completion Method
by: SONG Baoyan, LIU Hangsheng, SHAN Xiaohuan, LI Su, CHEN Ze
Published: (2025-03-01)
by: SONG Baoyan, LIU Hangsheng, SHAN Xiaohuan, LI Su, CHEN Ze
Published: (2025-03-01)
Knowledge Graph Completion Based on Logical Rules and Graph Neural Network
by: LIU Chunyu, CHEN Qingfeng, MO Shaocong, XIE Ze
Published: (2025-03-01)
by: LIU Chunyu, CHEN Qingfeng, MO Shaocong, XIE Ze
Published: (2025-03-01)
TMGAT:Graph Attention Network with Type Matching Constraint
by: SUN Shounan, WANG Jingbin, WU Renfei, YOU Changkai, KE Xifan, HUANG Hao
Published: (2024-03-01)
by: SUN Shounan, WANG Jingbin, WU Renfei, YOU Changkai, KE Xifan, HUANG Hao
Published: (2024-03-01)
MDSEA: Knowledge Graph Entity Alignment Based on Multimodal Data Supervision
by: Jianyong Fang, et al.
Published: (2024-04-01)
by: Jianyong Fang, et al.
Published: (2024-04-01)
Similar Items
-
MGKGR: Multimodal Semantic Fusion for Geographic Knowledge Graph Representation
by: Jianqiang Zhang, et al.
Published: (2024-12-01) -
Multimodal Temporal Knowledge Graph Embedding Method Based on Mixture of Experts for Recommendation
by: Bingchen Liu, et al.
Published: (2025-08-01) -
BioBLP: a modular framework for learning on multimodal biomedical knowledge graphs
by: Daniel Daza, et al.
Published: (2023-12-01) -
Enhancing foundation models for scientific discovery via multimodal knowledge graph representations
by: Vanessa Lopez, et al.
Published: (2025-01-01) -
Investigating the Challenges and Prospects of Construction Models for Dynamic Knowledge Graphs
by: Maha Farghaly, et al.
Published: (2024-01-01)
