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Dai, Wenyuan
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Principal Researcher, Noah's Ark Lab
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Wenyuan Dai is a principle researcher of Huawei’s Noah Ark Lab. Before joining Huawei, he was a principle architect and senior research scientist in Baidu. His team built the largest machine learning system in China, which is able to handle hundreds of billions of examples and features. His team has boosted the click-through rate of Baidu’s search ads over 3 times and doubled the revenue. He received the Best Student Paper Award in PKDD 2007, and was the leader of the World Champion team in the 2005 ACM International Collegiate Programming Contest (ACM-ICPC). Wenyuan received his master degree from Shanghai Jiao Tong University in 2009. His research interests are mainly in artificial intelligence, including transfer learning, big data, deep learning and their applications in information retrieval, computational advertising, recommendation, computer vision, etc. Recent publications:
- Wenyuan Dai, Ou Jin, Gui-Rong Xue, Qiang Yang, and Yong Yu. EigenTransfer: a Unified Framework for Transfer Learning. Proceedings of the 26th International Conference on Machine Learning (ICML 2009), 193-200, 2009.
- Qiang Yang, Yuqiang Chen, Gui-Rong Xue, Wenyuan Dai, and Yong Yu. Heterogeneous Transfer Learning for Image Clustering via the Social Web. Proceedings of the 47th Annual Meeting of the ACL and the 4th IJCNLP of the AFNLP (ACL-IJCNLP 2009), 1-9, 2009.
- Wenyuan Dai, Yuqiang Chen, Gui-Rong Xue, Qiang Yang, and Yong Yu. Translated Learning: Transfer Learning across Different Feature Spaces. Advances in Neural Information Processing Systems 21 (NIPS 2008), 353-360, 2008.
- Wenyuan Dai, Qiang Yang, Gui-Rong Xue, and Yong Yu. Self-Taught Clustering. Proceedings of the 25th International Conference on Machine Learning (ICML 2008), 200-207, 2008.
- Xiao Ling, Wenyuan Dai, Gui-Rong Xue, Qiang Yang, and Yong Yu. Spectral Domain-Transfer Learning. Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2008), 488-496, 2008.
- Gui-Rong Xue, Wenyuan Dai, Qiang Yang, and Yong Yu. Topic-Bridged PLSA for Cross-Domain Text Classification. Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2008), 627-634, 2008.
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