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Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization

Sep 11, 2020
Qi Zhu, Yidan Xu, Haonan Wang, Chao Zhang, Jiawei Han, Carl Yang


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GCN for HIN via Implicit Utilization of Attention and Meta-paths

Jul 06, 2020
Di Jin, Zhizhi Yu, Dongxiao He, Carl Yang, Philip S. Yu, Jiawei Han


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Unsupervised Differentiable Multi-aspect Network Embedding

Jun 12, 2020
Chanyoung Park, Carl Yang, Qi Zhu, Donghyun Kim, Hwanjo Yu, Jiawei Han

* KDD 2020 (Research Track). 9 Pages + Appendix (2 Pages). Source code can be found https://github.com/pcy1302/asp2vec 

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Secure Network Release with Link Privacy

May 16, 2020
Carl Yang, Haonan Wang, Lichao Sun, Bo Li

* Preprint. Under review 

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Heterogeneous Network Representation Learning: Survey, Benchmark, Evaluation, and Beyond

Apr 01, 2020
Carl Yang, Yuxin Xiao, Yu Zhang, Yizhou Sun, Jiawei Han

* 15 pages (12-page content + 3-page reference), under review VLDB 2021 

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cube2net: Efficient Query-Specific Network Construction with Data Cube Organization

Jan 18, 2020
Carl Yang, Mengxiong Liu, Frank He, Jian Peng, Jiawei Han

* Full paper of the extended abstract published in ICDMW 2019 

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Relation Learning on Social Networks with Multi-Modal Graph Edge Variational Autoencoders

Nov 04, 2019
Carl Yang, Jieyu Zhang, Haonan Wang, Sha Li, Myungwan Kim, Matt Walker, Yiou Xiao, Jiawei Han

* To appear in WSDM 2020 

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I Know You'll Be Back: Interpretable New User Clustering and Churn Prediction on a Mobile Social Application

Sep 29, 2019
Carl Yang, Xiaolin Shi, Jie Luo, Jiawei Han

* Published at KDD 2018 

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Place Deduplication with Embeddings

Sep 29, 2019
Carl Yang, Do Huy Hoang, Tomas Mikolov, Jiawei Han

* Published at WWW 2019 

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Query-Specific Knowledge Summarization with Entity Evolutionary Networks

Sep 29, 2019
Carl Yang, Lingrui Gan, Zongyi Wang, Jiaming Shen, Jinfeng Xiao, Jiawei Han

* published in CIKM 2019 

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Neural Embedding Propagation on Heterogeneous Networks

Sep 29, 2019
Carl Yang, Jieyu Zhang, Jiawei Han

* 11 pages, published at ICDM 2019 

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Meta-Graph Based HIN Spectral Embedding: Methods, Analyses, and Insights

Sep 29, 2019
Carl Yang, Yichen Feng, Pan Li, Yu Shi, Jiawei Han

* 10 pages, published at ICDM 2018 

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Higher-Order Clustering in Heterogeneous Information Networks

Nov 28, 2018
Yu Shi, Xinwei He, Naijing Zhang, Carl Yang, Jiawei Han

* 12 pages 

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mvn2vec: Preservation and Collaboration in Multi-View Network Embedding

Oct 30, 2018
Yu Shi, Fangqiu Han, Xinwei He, Xinran He, Carl Yang, Jie Luo, Jiawei Han


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