Linhai Zhang @ PALM, SEU
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(张林海) Supervisor: Professor Deyu Zhou |
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Biography
- 2019.03 ~ Now
Ph.D, School of Computer Science and Engineering , Southeast University, China
- 2016.09 ~ 2018.06
M.Sc, Department of Statistics , University of Wisconsin-Madison, United States
- 2013.09 ~ 2017.06
B.Sc, School of Mathematics , Shandong University, China
Research Interests
Nature language processing;
Representation Learning;
Bayesian Deep Learning;
Event Extraction;
Sentiment Analysis;
Publications
Yachen Shi, Xiang Lu, Linhai Zhang, Hao Shu, Lihua Gu, Zan Wang, Lijuan Gao, Jianli Zhu, Haisan Zhang, Deyu Zhou and Zhijun Zhang. Potential value of plasma amyloid-β, total tau, and neurofilament light for identification of early Alzheimer’s disease. ACS Chemical Neuroscience, 2019, 10(8): 3479-3485.
Linhai Zhang, Chao Lin, Deyu Zhou and Yulan He. A Bayesian End-to-End Model with Estimated Uncertainties for Simple Question Answering over Knowledge Bases. Computer Speech & Language, Vol. 66, 101167, 2021.
Linhai Zhang, Deyu Zhou, Yulan He and Zeng Yang. MERL: Multimodal Event Representation Learning in Heterogeneous Embedding. In: Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI2021), Feb. 2021.
Deyu Zhou, Meng Zhang, Linhai Zhang and Yulan He. A Neural Group-wise Sentiment Analysis Model with Data Sparsity Awareness. In: Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI2021), Feb. 2021.
Yachen Shi, Linhai Zhang, Zan Wang, Xiang Lu, Tao Wang, Deyu Zhou and Zhijun Zhang. Multivariate Machine Learning Analyses in Identification of Major Depressive Disorder Using Resting-State Functional Connectivity: A Multicentral Study. ACS Chemical Neuroscience, 2021, 12(15): 2878-2886.
Yachen Shi, Linhai Zhang, Cancan He, Yingying Yin, RuizeSong, Suzhen Chen, Dandan Fan, DeyuZhou, Yonggui Yuan, Chunming Xie and Zhijun Zhang. Sleep disturbance-related neuroimaging features as potential biomarkers for the diagnosis of major depressive disorder: A multicenter study based on machine learning. Journal of Affective Disorders, 2021, 295: 148-155.
Chencheng Ye, Linhai Zhang, Yulan He, Deyu Zhou and Jie Wu. Beyond Text: Incorporating Metadata and Label Structure for Multi-Label Document Classification using Heterogeneous Graphs. In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP2021), Nov. 2021.
Deyu Zhou, Jianan Wang, Linhai Zhang and Yulan He. Implicit Sentiment Analysis with Event-centered Text Representation. In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP2021), 2021: 6884-6893.
Deyu Zhou, Yanzheng Xiang, Linhai Zhang, Chenehn Ye, Qianwen Zhang and Yunbo Cao. A Divide-And-Conquer Approach for Multi-label Multi-hop Relation Detection in Knowledge Base Question Answering. In: Findings of the Association for Computational Linguistics: EMNLP 2021, 2021: 4798-4808.
Linhai Zhang, Deyu Zhou, Chao Lin and Yulan He. A Multi-label Multi-hop Relation Detection Model based on Relation-aware Sequence Generation. In: Findings of the Association for Computational Linguistics: EMNLP 2021, 2021: 4713-4719.
Awards & Honors
National First Prize, China Undergraduate Mathematical Contest in Modeling, 2015;
Teaching Assistant
Academic Service
Correspondence
- Laboratory
505, Building of Computer Science and Engineering, Southeast University.