Leveraging Multi-Source Weak Social Supervision for Early Detection of Fake News

Apr 03, 2020
Kai Shu, Guoqing Zheng, Yichuan Li, Subhabrata Mukherjee, Ahmed Hassan Awadallah, Scott Ruston, Huan Liu

* 17 pages, 5 figures, 4 tables 

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Causal Interpretability for Machine Learning -- Problems, Methods and Evaluation

Mar 19, 2020
Raha Moraffah, Mansooreh Karami, Ruocheng Guo, Adrienne Raglin, Huan Liu


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Social Science Guided Feature Engineering: A Novel Approach to Signed Link Analysis

Jan 04, 2020
Ghazaleh Beigi, Jiliang Tang, Huan Liu

* This worked is published at ACM Transactions on Intelligent Systems and Technology(ACM TIST), 2019 

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Mining Disinformation and Fake News: Concepts, Methods, and Recent Advancements

Jan 02, 2020
Kai Shu, Suhang Wang, Dongwon Lee, Huan Liu

* Submitted as an introductory chapter for the edited book on "Fake News, Disinformation, and Misinformation in Social Media- Emerging Research Challenges and Opportunities", Springer Press 

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Counterfactual Evaluation of Treatment Assignment Functions with Networked Observational Data

Dec 22, 2019
Ruocheng Guo, Jundong Li, Huan Liu

* 10 pages, 5 figures, Accepted to SDM'20 

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Deep causal representation learning for unsupervised domain adaptation

Oct 28, 2019
Raha Moraffah, Kai Shu, Adrienne Raglin, Huan Liu


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Graph Neural Networks with High-order Feature Interactions

Aug 19, 2019
Kaize Ding, Yichuan Li, Jundong Li, Chenghao Liu, Huan Liu


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Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain Signals

Jul 31, 2019
Xiang Zhang, Xiaocong Chen, Manqing Dong, Huan Liu, Chang Ge, Lina Yao

* 12 pages 

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Learning Individual Treatment Effects from Networked Observational Data

Jun 08, 2019
Ruocheng Guo, Jundong Li, Huan Liu

* 16 pages, 4 figures 

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Applications of Social Media in Hydroinformatics: A Survey

May 01, 2019
Yufeng Yu, Yuelong Zhu, Dingsheng Wan, Qun Zhao, Kai Shu, Huan Liu

* 37pages 

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A Novel Trend Symbolic Aggregate Approximation for Time Series

May 01, 2019
Yufeng Yu, Yuelong Zhu, Dingsheng Wan, Qun Zhao, Huan Liu

* 9 pages,ACM_IMCOM2019_CFP 

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Graph Neural Networks for User Identity Linkage

Mar 06, 2019
Wen Zhang, Kai Shu, Huan Liu, Yalin Wang

* 7 pages, 3 figures 

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Signed Link Prediction with Sparse Data: The Role of Personality Information

Mar 06, 2019
Ghazaleh Beigi, Suhas Ranganath, Huan Liu

* Companion Proceedings of the 2019 World Wide Web Conference 

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Online Newton Step Algorithm with Estimated Gradient

Dec 11, 2018
Binbin Liu, Jundong Li, Yunquan Song, Xijun Liang, Ling Jian, Huan Liu


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Linked Causal Variational Autoencoder for Inferring Paired Spillover Effects

Oct 03, 2018
Vineeth Rakesh, Ruocheng Guo, Raha Moraffah, Nitin Agarwal, Huan Liu

* First two authors contributed equally, 4 pages, CIKM'18 

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A Survey of Learning Causality with Data: Problems and Methods

Sep 26, 2018
Ruocheng Guo, Lu Cheng, Jundong Li, P. Richard Hahn, Huan Liu

* 35 pages, under review 

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Multi-Level Network Embedding with Boosted Low-Rank Matrix Approximation

Aug 26, 2018
Jundong Li, Liang Wu, Huan Liu


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Attributed Network Embedding for Learning in a Dynamic Environment

Aug 26, 2018
Jundong Li, Harsh Dani, Xia Hu, Jiliang Tang, Yi Chang, Huan Liu

* 10 pages 

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Feature Selection: A Data Perspective

Aug 26, 2018
Jundong Li, Kewei Cheng, Suhang Wang, Fred Morstatter, Robert P. Trevino, Jiliang Tang, Huan Liu

* ACM Computing Surveys (CSUR), 50(6): 94:1-94:45, 2017 

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Learning Representations of Ultrahigh-dimensional Data for Random Distance-based Outlier Detection

Jun 13, 2018
Guansong Pang, Longbing Cao, Ling Chen, Huan Liu

* 10 pages, 4 figures, 3 tables. To appear in the proceedings of KDD18, Long presentation (oral) 

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Cross-Platform Emoji Interpretation: Analysis, a Solution, and Applications

Sep 14, 2017
Fred Morstatter, Kai Shu, Suhang Wang, Huan Liu


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Fake News Detection on Social Media: A Data Mining Perspective

Sep 03, 2017
Kai Shu, Amy Sliva, Suhang Wang, Jiliang Tang, Huan Liu

* ACM SIGKDD Explorations Newsletter, 2017 

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NeuroRule: A Connectionist Approach to Data Mining

Jan 05, 2017
Hongjun Lu, Rudy Setiono, Huan Liu

* VLDB1995 

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Challenges of Feature Selection for Big Data Analytics

Nov 07, 2016
Jundong Li, Huan Liu

* Special Issue on Big Data, IEEE Intelligent Systems, 2016. arXiv admin note: text overlap with arXiv:1601.07996 

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SlangSD: Building and Using a Sentiment Dictionary of Slang Words for Short-Text Sentiment Classification

Aug 17, 2016
Liang Wu, Fred Morstatter, Huan Liu

* 15 pages, 2 figures 

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A Survey of Signed Network Mining in Social Media

Jun 20, 2016
Jiliang Tang, Yi Chang, Charu Aggarwal, Huan Liu

* 37 pages 

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Finding Eyewitness Tweets During Crises

Mar 07, 2014
Fred Morstatter, Nichola Lubold, Heather Pon-Barry, Jürgen Pfeffer, Huan Liu


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