Deep learning in bioinformatics: introduction, application, and perspective in big data era

1 code implementation • 28 Feb 2019 • Yu Li, Chao Huang, Lizhong Ding, Zhongxiao Li, Yijie Pan, Xin Gao

Deep learning, which is especially formidable in handling big data, has achieved great success in various fields, including bioinformatics.

SupportNet: solving catastrophic forgetting in class incremental learning with support data

1 code implementation • 8 Jun 2018 • Yu Li, Zhongxiao Li, Lizhong Ding, Yijie Pan, Chao Huang, Yuhui Hu, Wei Chen, Xin Gao

A plain well-trained deep learning model often does not have the ability to learn new knowledge without forgetting the previously learned knowledge, which is known as catastrophic forgetting.

Class Incremental Learning Incremental Learning