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Efficient Reinforced Feature Selection via Early Stopping Traverse Strategy


Oct 12, 2021
Kunpeng Liu, Pengfei Wang, Dongjie Wang, Wan Du, Dapeng Oliver Wu, Yanjie Fu

* ICDM 2021 

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Deep Human-guided Conditional Variational Generative Modeling for Automated Urban Planning


Oct 12, 2021
Dongjie Wang, Kunpeng Liu, Pauline Johnson, Leilei Sun, Bowen Du, Yanjie Fu

* ICDM2021 

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Automated Feature-Topic Pairing: Aligning Semantic and Embedding Spaces in Spatial Representation Learning


Sep 22, 2021
Dongjie Wang, Kunpeng Liu, David Mohaisen, Pengyang Wang, Chang-Tien Lu, Yanjie Fu

* SIGSPATIAL 2021 

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Reinforced Imitative Graph Representation Learning for Mobile User Profiling: An Adversarial Training Perspective


Jan 07, 2021
Dongjie Wang, Pengyang Wang, Kunpeng Liu, Yuanchun Zhou, Charles Hughes, Yanjie Fu

* AAAI 2021 

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Interactive Reinforcement Learning for Feature Selection with Decision Tree in the Loop


Oct 02, 2020
Wei Fan, Kunpeng Liu, Hao Liu, Yong Ge, Hui Xiong, Yanjie Fu

* arXiv admin note: substantial text overlap with arXiv:2008.12001 

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Simplifying Reinforced Feature Selection via Restructured Choice Strategy of Single Agent


Sep 19, 2020
Xiaosa Zhao, Kunpeng Liu, Wei Fan, Lu Jiang, Xiaowei Zhao, Minghao Yin, Yanjie Fu


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AutoFS: Automated Feature Selection via Diversity-aware Interactive Reinforcement Learning


Sep 16, 2020
Wei Fan, Kunpeng Liu, Hao Liu, Pengyang Wang, Yong Ge, Yanjie Fu

* Accepted by ICDM 2020. In this version, we revised some typos or mistakes for camera-ready 

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