Predict then Propagate: Graph Neural Networks meet Personalized PageRank
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Stephan Günnemann | Johannes Klicpera | Aleksandar Bojchevski | Aleksandar Bojchevski | Stephan Günnemann | Johannes Klicpera
[1] Xiao-Ming Wu,et al. Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning , 2018, AAAI.
[2] Joonseok Lee,et al. N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification , 2018, UAI.
[3] Xavier Bresson,et al. Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering , 2016, NIPS.
[4] Lise Getoor,et al. Query-driven Active Surveying for Collective Classification , 2012 .
[5] Andrew McCallum,et al. Automating the Construction of Internet Portals with Machine Learning , 2000, Information Retrieval.
[6] Yoshua Bengio,et al. Understanding the difficulty of training deep feedforward neural networks , 2010, AISTATS.
[7] Joan Bruna,et al. Community Detection with Graph Neural Networks , 2017, 1705.08415.
[8] Max Welling,et al. Modeling Relational Data with Graph Convolutional Networks , 2017, ESWC.
[9] Samuel S. Schoenholz,et al. Neural Message Passing for Quantum Chemistry , 2017, ICML.
[10] Lise Getoor,et al. Collective Classification in Network Data , 2008, AI Mag..
[11] Stephan Günnemann,et al. Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking , 2017, ICLR.
[12] Ruslan Salakhutdinov,et al. Revisiting Semi-Supervised Learning with Graph Embeddings , 2016, ICML.
[13] Mathias Niepert,et al. Learning Convolutional Neural Networks for Graphs , 2016, ICML.
[14] Steven Skiena,et al. DeepWalk: online learning of social representations , 2014, KDD.
[15] Mingzhe Wang,et al. LINE: Large-scale Information Network Embedding , 2015, WWW.
[16] Stephan Günnemann,et al. Pitfalls of Graph Neural Network Evaluation , 2018, ArXiv.
[17] Jimmy Ba,et al. Adam: A Method for Stochastic Optimization , 2014, ICLR.
[18] Max Welling,et al. Semi-Supervised Classification with Graph Convolutional Networks , 2016, ICLR.
[19] Ah Chung Tsoi,et al. The Graph Neural Network Model , 2009, IEEE Transactions on Neural Networks.
[20] Jian Li,et al. Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec , 2017, WSDM.
[21] Vijay S. Pande,et al. Molecular graph convolutions: moving beyond fingerprints , 2016, Journal of Computer-Aided Molecular Design.
[22] Cao Xiao,et al. FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling , 2018, ICLR.
[23] Stephan Günnemann,et al. NetGAN: Generating Graphs via Random Walks , 2018, ICML.
[24] Alexander A. Alemi,et al. Watch Your Step: Learning Node Embeddings via Graph Attention , 2017, NeurIPS.
[25] Le Song,et al. Learning Steady-States of Iterative Algorithms over Graphs , 2018, ICML.
[26] Ken-ichi Kawarabayashi,et al. Representation Learning on Graphs with Jumping Knowledge Networks , 2018, ICML.
[27] Dong Xin,et al. Fast personalized PageRank on MapReduce , 2011, SIGMOD '11.
[28] Jonathan Masci,et al. Geometric Deep Learning on Graphs and Manifolds Using Mixture Model CNNs , 2016, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[29] Jure Leskovec,et al. Graph Convolutional Neural Networks for Web-Scale Recommender Systems , 2018, KDD.
[30] Svetha Venkatesh,et al. Column Networks for Collective Classification , 2016, AAAI.
[31] Yann LeCun,et al. Spectral Networks and Deep Locally Connected Networks on Graphs , 2014 .
[32] M. Narasimha Murty,et al. Structural Neighborhood Based Classification of Nodes in a Network , 2016, KDD.
[33] Taher H. Haveliwala. Topic-sensitive PageRank , 2002, IEEE Trans. Knowl. Data Eng..
[34] Alán Aspuru-Guzik,et al. Convolutional Networks on Graphs for Learning Molecular Fingerprints , 2015, NIPS.
[35] Jure Leskovec,et al. node2vec: Scalable Feature Learning for Networks , 2016, KDD.
[36] Christos Faloutsos,et al. Graphs over time: densification laws, shrinking diameters and possible explanations , 2005, KDD '05.
[37] Tomoyuki Obuchi,et al. Mean-field theory of graph neural networks in graph partitioning , 2018, NeurIPS.
[38] Rajeev Motwani,et al. The PageRank Citation Ranking : Bringing Order to the Web , 1999, WWW 1999.
[39] Martín Abadi,et al. TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems , 2016, ArXiv.
[40] Jure Leskovec,et al. Inductive Representation Learning on Large Graphs , 2017, NIPS.
[41] Ashish Goel,et al. FAST-PPR: scaling personalized pagerank estimation for large graphs , 2014, KDD.
[42] Edith Cohen,et al. Bootstrapped Graph Diffusions: Exposing the Power of Nonlinearity , 2018, PERV.
[43] Richard S. Zemel,et al. Gated Graph Sequence Neural Networks , 2015, ICLR.