A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications

22 September 2017

Hongyun Cai

V. Zheng

Kevin Chen-Chuan Chang

AI4TS

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Papers citing "A Comprehensive Survey of Graph Embedding: Problems, Techniques and Applications"

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A Comprehensive Analytical Survey on Unsupervised and Semi-Supervised Graph Representation Learning Methods Md. Khaledur Rahman A. Azad AI4TS 27 3 0 20 Dec 2021
Triple Classification for Scholarly Knowledge Graph Completion M. Y. Jaradeh Kuldeep Singh M. Stocker Sören Auer 15 12 0 23 Nov 2021
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows David Bayani AI4TS 4 1 0 22 Nov 2021
Network representation learning: A macro and micro view Xueyi Liu Jie Tang GNN AI4TS 19 23 0 21 Nov 2021
Poisoning Knowledge Graph Embeddings via Relation Inference Patterns Peru Bhardwaj John D. Kelleher Luca Costabello Declan O’Sullivan 127 20 0 11 Nov 2021
LSP : Acceleration and Regularization of Graph Neural Networks via Locality Sensitive Pruning of Graphs Eitan Kosman J. Oren Dotan Di Castro 32 0 0 10 Nov 2021
Topic-aware latent models for representation learning on networks Abdulkadir Çelikkanat Fragkiskos D. Malliaros BDL 11 5 0 10 Nov 2021
Adversarial Attacks on Knowledge Graph Embeddings via Instance Attribution Methods Peru Bhardwaj John D. Kelleher Luca Costabello Declan O’Sullivan 16 20 0 04 Nov 2021
Adversarial Attacks on Graph Classification via Bayesian Optimisation Xingchen Wan Henry Kenlay Binxin Ru Arno Blaas Michael A. Osborne Xiaowen Dong AAML 29 12 0 04 Nov 2021
Barlow Graph Auto-Encoder for Unsupervised Network Embedding R. A. Khan M. Kleinsteuber SSL 25 3 0 29 Oct 2021
Node-wise Localization of Graph Neural Networks Zemin Liu Yuan Fang Chenghao Liu Guosheng Lin 19 25 0 27 Oct 2021
A Broader Picture of Random-walk Based Graph Embedding Zexi Huang A. Silva Ambuj K. Singh 18 49 0 24 Oct 2021
Residual2Vec: Debiasing graph embedding with random graphs Sadamori Kojaku Jisung Yoon I. Constantino Yong-Yeol Ahn CML 35 23 0 14 Oct 2021
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding Jingya Zhou Ling Liu Wenqi Wei Jianxi Fan AI4TS 43 73 0 14 Oct 2021
Scalable Graph Embedding LearningOn A Single GPU Azita Nouri Philip E. Davis P. Subedi M. Parashar GNN 36 1 0 13 Oct 2021
A Novel Automated Curriculum Strategy to Solve Hard Sokoban Planning Instances Dieqiao Feng Carla P. Gomes B. Selman ODL 17 18 0 03 Oct 2021
Recommender systems based on graph embedding techniques: A comprehensive review Yue Deng 42 22 0 20 Sep 2021
Harnessing the Power of Ego Network Layers for Link Prediction in Online Social Networks Mustafa Toprak C. Boldrini A. Passarella M. Conti 11 16 0 19 Sep 2021
Network representation learning systematic review: ancestors and current development state Amina Amara Mohamed Ali Hadj Taieb M. Benaouicha AI4TS GNN 17 23 0 14 Sep 2021
Ergodic Limits, Relaxations, and Geometric Properties of Random Walk Node Embeddings Christy Lin D. Sussman Prakash Ishwar 18 5 0 09 Sep 2021
QUINT: Node embedding using network hashing Debajyoti Bera Rameshwar Pratap Bhisham Dev Verma Biswadeep Sen Tanmoy Chakraborty GNN 27 3 0 09 Sep 2021
A Framework for Joint Unsupervised Learning of Cluster-Aware Embedding for Heterogeneous Networks R. A. Khan M. Kleinsteuber 27 3 0 09 Aug 2021
Enterprise Analytics using Graph Database and Graph-based Deep Learning Shagufta Henna Shyam Krishnan Kalliadan GNN 19 2 0 05 Aug 2021
HW2VEC: A Graph Learning Tool for Automating Hardware Security S. Yu Rozhin Yasaei Qingrong Zhou Tommy Nguyen Mohammad Abdullah Al Faruque 16 36 0 26 Jul 2021
Combining Graph Neural Networks with Expert Knowledge for Smart Contract Vulnerability Detection Zhenguang Liu Peng Qian Xiaoyang Wang Yuan Zhuang Lin Qiu Xun Wang 19 205 0 24 Jul 2021
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering Nairouz Mrabah Mohamed Bouguessa M. Touati Riadh Ksantini 35 62 0 19 Jul 2021
A Survey on Role-Oriented Network Embedding Pengfei Jiao Xuan Guo T. Pan Wang Zhang Yulong Pei GNN 21 18 0 18 Jul 2021
Learning Syntactic Dense Embedding with Correlation Graph for Automatic Readability Assessment Xinying Qiu Yuan Chen Hanwu Chen J. Nie Yuming Shen D. Lu 23 17 0 09 Jul 2021
Rating and aspect-based opinion graph embeddings for explainable recommendations Iván Cantador Andrés Carvallo F. Díez 22 3 0 07 Jul 2021
Graphing else matters: exploiting aspect opinions and ratings in explainable graph-based recommendations Iván Cantador Andrés Carvallo F. Díez Denis Parra 22 0 0 07 Jul 2021
Convolutional Hypercomplex Embeddings for Link Prediction Caglar Demir Diego Moussallem Stefan Heindorf A. N. Ngomo 15 19 0 29 Jun 2021
Comparing the Structures and Characteristics of Different Game Social Networks -- The Steam Case Enrica Loria Alessia Antelmi J. Pirker 11 2 0 23 Jun 2021
Exploring the Representational Power of Graph Autoencoder Maroun Haddad Mohamed Bouguessa 13 5 0 22 Jun 2021
Querying in the Age of Graph Databases and Knowledge Graphs Marcelo Arenas Claudio Gutiérrez Juan Sequeda 25 21 0 22 Jun 2021
Medical Profile Model: Scientific and Practical Applications in Healthcare Pavel Blinov V. Kokh 11 1 0 21 Jun 2021
Large-Scale Network Embedding in Apache Spark Wenqing Lin GNN 26 17 0 20 Jun 2021
A Distance Covariance-based Kernel for Nonlinear Causal Clustering in Heterogeneous Populations Alex Markham Richeek Das Moritz Grosse-Wentrup 31 9 0 07 Jun 2021
ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks Liang Qu Huaisheng Zhu Ruiqi Zheng Yuhui Shi Hongzhi Yin 4 97 0 05 Jun 2021
Graph-based Deep Learning for Communication Networks: A Survey Weiwei Jiang GNN AI4CE 41 191 0 04 Jun 2021
Low Complexity Recruitment for Collaborative Mobile Crowdsourcing Using Graph Neural Networks Aymen Hamrouni Hakim Ghazzai Turki Alelyani Y. Massoud 29 25 0 01 Jun 2021
An Impossibility Theorem for Node Embedding T. Roddenberry Yu Zhu Santiago Segarra 30 0 0 27 May 2021
Out-of-Vocabulary Entities in Link Prediction Caglar Demir A. N. Ngomo 11 5 0 26 May 2021
Revisiting 2D Convolutional Neural Networks for Graph-based Applications Yecheng Lyu Xinming Huang Ziming Zhang GNN 25 4 0 23 May 2021
Machine learning on knowledge graphs for context-aware security monitoring J. Garrido Dominik Dold Johannes Frank 13 19 0 18 May 2021
Meta-Inductive Node Classification across Graphs Zhihao Wen Yuan Fang Zemin Liu 38 34 0 14 May 2021
FedGL: Federated Graph Learning Framework with Global Self-Supervision Chuan Chen Weibo Hu Ziyue Xu Zibin Zheng FedML 27 54 0 07 May 2021
Bird's Eye: Probing for Linguistic Graph Structures with a Simple Information-Theoretic Approach Yifan Hou Mrinmaya Sachan 15 10 0 06 May 2021
Graph Learning: A Survey Feng Xia Ke Sun Shuo Yu Abdul Aziz Liangtian Wan Shirui Pan Huan Liu GNN 24 343 0 03 May 2021
Network Embedding via Deep Prediction Model Xin Sun Zenghui Song Yongbo Yu Junyu Dong Claudia Plant Christian Boehm GNN 14 2 0 27 Apr 2021
Unsupervised Deep Manifold Attributed Graph Embedding Z. Zang Siyuan Li Di Wu Jianzhu Guo Yongjie Xu Stan Z. Li DRL 23 5 0 27 Apr 2021