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Graph Deep Factors for Forecasting

Oct 14, 2020
Hongjie Chen, Ryan A. Rossi, Kanak Mahadik, Sungchul Kim, Hoda Eldardiry

* 18 pages, 7 figures, submitted to MLSys 2021 

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Graph Neural Networks with Heterophily

Sep 28, 2020
Jiong Zhu, Ryan A. Rossi, Anup Rao, Tung Mai, Nedim Lipka, Nesreen K. Ahmed, Danai Koutra


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A Context Integrated Relational Spatio-Temporal Model for Demand and Supply Forecasting

Sep 25, 2020
Hongjie Chen, Ryan A. Rossi, Kanak Mahadik, Hoda Eldardiry

* 9 pages, 6 figures, submitted to AAAI 

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ML-based Visualization Recommendation: Learning to Recommend Visualizations from Data

Sep 25, 2020
Xin Qian, Ryan A. Rossi, Fan Du, Sungchul Kim, Eunyee Koh, Sana Malik, Tak Yeon Lee, Joel Chan

* 17 pages, 7 figures 

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Automating Outlier Detection via Meta-Learning

Sep 22, 2020
Yue Zhao, Ryan A. Rossi, Leman Akoglu

* 17 pages 

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From Static to Dynamic Node Embeddings

Sep 21, 2020
Di Jin, Sungchul Kim, Ryan A. Rossi, Danai Koutra


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Structured Policy Iteration for Linear Quadratic Regulator

Jul 13, 2020
Youngsuk Park, Ryan A. Rossi, Zheng Wen, Gang Wu, Handong Zhao


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Temporal Network Sampling

Oct 18, 2019
Nesreen K. Ahmed, Nick Duffield, Ryan A. Rossi


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From Community to Role-based Graph Embeddings

Aug 22, 2019
Ryan A. Rossi, Di Jin, Sungchul Kim, Nesreen K. Ahmed, Danai Koutra, John Boaz Lee


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Higher-Order Ranking and Link Prediction: From Closing Triangles to Closing Higher-Order Motifs

Jun 12, 2019
Ryan A. Rossi, Anup Rao, Sungchul Kim, Eunyee Koh, Nesreen K. Ahmed, Gang Wu


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Temporal Network Representation Learning

Apr 12, 2019
John Boaz Lee, Giang Nguyen, Ryan A. Rossi, Nesreen K. Ahmed, Eunyee Koh, Sungchul Kim


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Heterogeneous Network Motifs

Feb 04, 2019
Ryan A. Rossi, Nesreen K. Ahmed, Aldo Carranza, David Arbour, Anup Rao, Sungchul Kim, Eunyee Koh


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Higher-order Graph Convolutional Networks

Sep 12, 2018
John Boaz Lee, Ryan A. Rossi, Xiangnan Kong, Sungchul Kim, Eunyee Koh, Anup Rao


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Attention Models in Graphs: A Survey

Jul 20, 2018
John Boaz Lee, Ryan A. Rossi, Sungchul Kim, Nesreen K. Ahmed, Eunyee Koh


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HONE: Higher-Order Network Embeddings

May 30, 2018
Ryan A. Rossi, Nesreen K. Ahmed, Eunyee Koh, Sungchul Kim, Anup Rao, Yasin Abbasi Yadkori


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Predicting Graph Categories from Structural Properties

May 07, 2018
James P. Canning, Emma E. Ingram, Sammantha Nowak-Wolff, Adriana M. Ortiz, Nesreen K. Ahmed, Ryan A. Rossi, Karl R. B. Schmitt, Sucheta Soundarajan


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Inductive Representation Learning in Large Attributed Graphs

Nov 22, 2017
Nesreen K. Ahmed, Ryan A. Rossi, Rong Zhou, John Boaz Lee, Xiangnan Kong, Theodore L. Willke, Hoda Eldardiry

* NIPS WiML 

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Similarity-based Multi-label Learning

Oct 27, 2017
Ryan A. Rossi, Nesreen K. Ahmed, Hoda Eldardiry, Rong Zhou


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Deep Feature Learning for Graphs

Oct 16, 2017
Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed


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A Framework for Generalizing Graph-based Representation Learning Methods

Sep 14, 2017
Nesreen K. Ahmed, Ryan A. Rossi, Rong Zhou, John Boaz Lee, Xiangnan Kong, Theodore L. Willke, Hoda Eldardiry


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Network Classification and Categorization

Sep 13, 2017
James P. Canning, Emma E. Ingram, Sammantha Nowak-Wolff, Adriana M. Ortiz, Nesreen K. Ahmed, Ryan A. Rossi, Karl R. B. Schmitt, Sucheta Soundarajan


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Estimation of Graphlet Statistics

Feb 28, 2017
Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed


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Revisiting Role Discovery in Networks: From Node to Edge Roles

Nov 07, 2016
Nesreen K. Ahmed, Ryan A. Rossi, Theodore L. Willke, Rong Zhou


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Hybrid CPU-GPU Framework for Network Motifs

Oct 28, 2016
Ryan A. Rossi, Rong Zhou


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Relational Similarity Machines

Aug 02, 2016
Ryan A. Rossi, Rong Zhou, Nesreen K. Ahmed

* MLG16 

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Graphlet Decomposition: Framework, Algorithms, and Applications

Feb 15, 2016
Nesreen K. Ahmed, Jennifer Neville, Ryan A. Rossi, Nick Duffield, Theodore L. Willke


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A Web-based Interactive Visual Graph Analytics Platform

Feb 02, 2015
Nesreen K. Ahmed, Ryan A. Rossi


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Transforming Graph Representations for Statistical Relational Learning

Mar 30, 2012
Ryan A. Rossi, Luke K. McDowell, David W. Aha, Jennifer Neville


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Dynamic PageRank using Evolving Teleportation

Mar 27, 2012
Ryan A. Rossi, David F. Gleich

* WAW 2012 

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