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	Joint learning of text alignment and abstractive summarization for long documents via unbalanced optimal transport 期刊论文 Natural Language Engineering,2024, 卷号: 30, 期号: 3, 页码: 525-553 作者: Shen, Xin; Lam, Wai; Ma, Shumin; Wang, Huadong 收藏 \| 浏览/下载：21/0 \| 提交时间：2024/06/20 Abstractive text summarization Long document summarization Optimal transport Text alignment
	Self-Supervised Random Forest on Transformed Distribution for Anomaly Detection 期刊论文 IEEE Transactions on Neural Networks and Learning Systems,2024 作者: Liu, Jiabin; Wang, Huadong; Hang, Hanyuan; Ma, Shumin; Shen, Xin 收藏 \| 浏览/下载：14/0 \| 提交时间：2024/06/19 Anomaly detection Anomaly detection Classification tree analysis data distribution Forestry Fourier transforms random forest (RF) classifier Random forests random Fourier transform (RFT) random orthogonal rotations self-supervised learning Self-supervised learning Task analysis
	Deep Into the Domain Shift: Transfer Learning Through Dependence Regularization 期刊论文 IEEE Transactions on Neural Networks and Learning Systems,2023 作者: Ma, Shumin; Yuan, Zhiri; Wu, Qi; Huang, Yiyan; Hu, Xixu 收藏 \| 浏览/下载：13/0 \| 提交时间：2024/06/19 Adaptation models Copula Covariance matrices Data science domain adaptation domain divergence Neural networks regularization Sun Transfer learning Urban areas
	Towards Balanced Representation Learning for Credit Policy Evaluation 会议论文 Proceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS) 2023, Valencia, Spain, 25-27 April 2023 作者: Huang, Yiyan; Leung, Cheuk Hang; Ma, Shumin; Yuan, Zhiri; Wu, Qi 收藏 \| 浏览/下载：12/0 \| 提交时间：2024/06/19
	A Unified Domain Adaptation Framework with Distinctive Divergence Analysis 期刊论文 Transactions on Machine Learning Research,2022, 期号: 12 作者: Yuan, Zhiri; Hu, Xixu; Wu, Qi; Ma, Shumin; Leung, Cheuk Hang 收藏 \| 浏览/下载：8/0 \| 提交时间：2024/06/20
	Robust Causal Learning for the Estimation of Average Treatment Effects 会议论文 2022 International Joint Conference on Neural Networks (IJCNN): 2022 Conference Proceedings, Padua, Italy, 18-23 July 2022 作者: Huang, Yiyan; Leung, Cheuk Hang; Wu, Qi; Yan, Xing; Ma, Shumin 收藏 \| 浏览/下载：10/0 \| 提交时间：2024/06/19 causal inference economics healthcare treatment effect estimation
	Moderately-Balanced Representation Learning for Treatment Effects with Orthogonality Information 会议论文 PRICAI 2022: Trends in Artificial Intelligence: 19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022, Shanghai, China, November 10–13, 2022, Proceedings, Part II, Shanghai, China, November 10–13, 2022 作者: Huang, Yiyan; Leung, Cheuk Hang; Ma, Shumin; Wu, Qi; Wang, Dongdong 收藏 \| 浏览/下载：9/0 \| 提交时间：2024/06/19 Causal inference Representation learning Treatment effects
	Understanding distributional ambiguity via non-robust chance constraint 会议论文 ICAIF 2020 - 1st ACM International Conference on AI in Finance, Virtual, Online, OCT 15-16, 2020 作者: Ma, Shumin; Leung, Cheuk Hang; Wu, Qi; Liu, Wei; Peng, Nanbo 收藏 \| 浏览/下载：16/0 \| 提交时间：2022/05/20 Chance constraint Distributionally robust optimization Heavy-tail distributions KL divergence Portfolio selection φ-divergence