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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Title
Reasoning over RDF Knowledge Bases using Deep Learning Monireh Ebrahimi Md Kamruzzaman Sarker Federico Bianchi Ning Xie Derek Doran Pascal Hitzler ReLM LRM 17 16 0 09 Nov 2018
ATP: Directed Graph Embedding with Asymmetric Transitivity Preservation Jiankai Sun Bortik Bandyopadhyay Armin Bashizade Jiongqian Liang P. Sadayappan Srinivasan Parthasarathy 11 50 0 02 Nov 2018
Node Representation Learning for Directed Graphs Megha Khosla Jurek Leonhardt Wolfgang Nejdl Avishek Anand 23 54 0 22 Oct 2018
Systematic Biases in Link Prediction: comparing heuristic and graph embedding based methods Aakash Sinha Rémy Cazabet Rémi Vaudaine 16 9 0 11 Oct 2018
Constructing Graph Node Embeddings via Discrimination of Similarity Distributions Stanislav Tsepa Maxim Panov 16 1 0 06 Oct 2018
Graph Embedding with Shifted Inner Product Similarity and Its Improved Approximation Capability Akifumi Okuno Geewook Kim Hidetoshi Shimodaira 15 8 0 04 Oct 2018
Weighted Spectral Embedding of Graphs Thomas Bonald Alexandre Hollocou Marc Lelarge 24 9 0 28 Sep 2018
Graph Convolutional Networks for Text Classification Liang Yao Chengsheng Mao Yuan Luo GNN 22 1,807 0 15 Sep 2018
Sampled in Pairs and Driven by Text: A New Graph Embedding Framework Liheng Chen Yanru Qu Zhenghui Wang Lin Qiu Weinan Zhang Ken Chen Shaodian Zhang Yong Yu 16 2 0 12 Sep 2018
Adversarial Attacks on Node Embeddings via Graph Poisoning Aleksandar Bojchevski Stephan Günnemann AAML 16 300 0 04 Sep 2018
EmbeddingVis: A Visual Analytics Approach to Comparative Network Embedding Inspection Quan Li Kristanto Sean Njotoprawiro Hammad Haleem Qiaoan Chen Chris Yi Xiaojuan Ma 6 56 0 28 Aug 2018
Syntree2Vec - An algorithm to augment syntactic hierarchy into word embeddings Shubham Bhardwaj 11 1 0 14 Aug 2018
Leveraging Knowledge Graph Embedding Techniques for Industry 4.0 Use Cases Martina Garofalo Maria Angela Pellegrino Abdulrahman Altabba Michael Cochez AI4CE 19 19 0 31 Jul 2018
Attention Models in Graphs: A Survey J. B. Lee Ryan A. Rossi Sungchul Kim Nesreen K. Ahmed Eunyee Koh GNN 15 162 0 20 Jul 2018
One-Class Kernel Spectral Regression Shervin Rahimzadeh Arashloo J. Kittler 12 8 0 03 Jul 2018
Knowledge-Based Distant Regularization in Learning Probabilistic Models Naoya Takeishi Kosuke Akimoto 11 5 0 29 Jun 2018
Exploring the Semantic Content of Unsupervised Graph Embeddings: An Empirical Study Stephen Bonner Ibad Kureshi John Brennan Georgios Theodoropoulos A. Mcgough B. Obara 17 34 0 19 Jun 2018
Closed Form Word Embedding Alignment Sunipa Dev Safia Hassan J. M. Phillips 19 3 0 04 Jun 2018
A Geometric Approach for Real-time Monitoring of Dynamic Large Scale Graphs: AS-level graphs illustrated Loqman Salamatian Dali Kaafar Kave Salamatian 6 4 0 02 Jun 2018
On representation power of neural network-based graph embedding and beyond Akifumi Okuno Hidetoshi Shimodaira 21 2 0 31 May 2018
Anonymous Walk Embeddings Sergey Ivanov Evgeny Burnaev GNN 20 178 0 30 May 2018
GESF: A Universal Discriminative Mapping Mechanism for Graph Representation Learning Shupeng Gui Xiangliang Zhang Shuang Qiu Mingrui Wu Jieping Ye Ji Liu 6 0 0 28 May 2018
Adversarial Attacks on Neural Networks for Graph Data Daniel Zügner Amir Akbarnejad Stephan Günnemann GNN AAML OOD 20 1,054 0 21 May 2018
From Word to Sense Embeddings: A Survey on Vector Representations of Meaning Jose Camacho-Collados Mohammad Taher Pilehvar 25 335 0 10 May 2018
Convolutional Neural Network Architectures for Signals Supported on Graphs Fernando Gama A. Marques G. Leus Alejandro Ribeiro 134 285 0 01 May 2018
Neural-Brane: Neural Bayesian Personalized Ranking for Attributed Network Embedding Vachik S. Dave Baichuan Zhang Pin-Yu Chen M. Hasan BDL 26 1 0 23 Apr 2018
Learning Topic Models by Neighborhood Aggregation Ryohei Hisano 14 3 0 22 Feb 2018
HybridSVD: When Collaborative Information is Not Enough Evgeny Frolov Ivan Oseledets 15 29 0 18 Feb 2018
Node Centralities and Classification Performance for Characterizing Node Embedding Algorithms Kento Nozawa Masanari Kimura Atsunori Kanemura GNN 8 2 0 18 Feb 2018
Adversarially Regularized Graph Autoencoder for Graph Embedding Shirui Pan Ruiqi Hu Guodong Long Jing Jiang Lina Yao Chengqi Zhang GNN GAN 14 443 0 13 Feb 2018
Network Representation Learning: A Survey Daokun Zhang Jie Yin Xingquan Zhu Chengqi Zhang GNN AI4TS 38 618 0 04 Dec 2017
Topological Recurrent Neural Network for Diffusion Prediction Jia Wang V. Zheng Zemin Liu Kevin Chen-Chuan Chang DiffM GNN 43 166 0 28 Nov 2017
Estimation of a Low-rank Topic-Based Model for Information Cascades Ming Yu Varun Gupta Mladen Kolar 30 7 0 06 Sep 2017
Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking Aleksandar Bojchevski Stephan Günnemann BDL 18 637 0 12 Jul 2017
Geometric deep learning on graphs and manifolds using mixture model CNNs Federico Monti Davide Boscaini Jonathan Masci Emanuele Rodolà Jan Svoboda M. Bronstein GNN 251 1,811 0 25 Nov 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,240 0 24 Nov 2016
On the representation and embedding of knowledge bases beyond binary relations Jianfeng Wen Jianxin Li Yongyi Mao Shini Chen Richong Zhang 60 116 0 28 Apr 2016