M3Care: Learning with Missing Modalities in Multimodal Healthcare Data-Reference-Cited by-同舟云学术

M3Care: Learning with Missing Modalities in Multimodal Healthcare Data

Published:2022-08-14 Issue: Volume: Page:
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Container-title:Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
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Author:

Zhang Chaohe¹,Chu Xu²,Ma Liantao³,Zhu Yinghao³,Wang Yasha³,Wang Jiangtao⁴,Zhao Junfeng⁵

Affiliation:

1. Key Laboratory of High Confidence Software Technologies, Ministry of Education, School of Computer Science, Peking University, Peking, China

2. Key Laboratory of High Confidence Software Technologies, Ministry of Education, Department of Computer Science and Technology, Tsinghua University, Beijing, China

3. Key Laboratory of High Confidence Software Technologies, Ministry of Education, National Engineering Research Center of Software Engineering, Peking University, Beijing, China

4. Center for Intelligent Healthcare, Coventry University, Coventry, United Kingdom

5. Key Laboratory of High Confidence Software Technologies, Ministry of Education, School of Computer Science, Peking University, Beijing, China

Funder

China Postdoctoral Science Foundation

National Natural Science Foundation of China

EPSRC New Investigator Award

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3534678.3539388

Reference59 articles.

1. Arvind Agarwal , Samuel Gerber , and Hal Daume . 2010. Learning multiple tasks using manifold regularization. Advances in neural information processing systems 23 ( 2010 ). Arvind Agarwal, Samuel Gerber, and Hal Daume. 2010. Learning multiple tasks using manifold regularization. Advances in neural information processing systems 23 (2010).

2. Hassan Akbari , Linagzhe Yuan , Rui Qian , Wei-Hong Chuang , Shih-Fu Chang , Yin Cui , and Boqing Gong . 2021 . Vatt: Transformers for multimodal self-supervised learning from raw video, audio and text. arXiv preprint arXiv:2104.11178 (2021). Hassan Akbari, Linagzhe Yuan, Rui Qian,Wei-Hong Chuang, Shih-Fu Chang, Yin Cui, and Boqing Gong. 2021. Vatt: Transformers for multimodal self-supervised learning from raw video, audio and text. arXiv preprint arXiv:2104.11178 (2021).

3. The change in intraocular pressure after pupillary dilation in eyes with pseudoexfoliation glaucoma, primary open angle glaucoma, and eyes of normal subjects

4. Jimmy Lei Ba , Jamie Ryan Kiros, and Geoffrey E Hinton . 2016 . Layer normalization. arXiv preprint arXiv:1607.06450 (2016). Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton. 2016. Layer normalization. arXiv preprint arXiv:1607.06450 (2016).

5. Improving Medical Code Prediction from Clinical Text via Incorporating Online Knowledge Sources

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