Domain Knowledge Deep Learning

Introduction deep learning has led to a series of breakthroughs in various fields such as computer vision 1 2 and natural language processing 3 4.

Domain knowledge deep learning. Domain knowledge guided deep learning with electronic health records. Using such domain knowledge as the mind map tunneling experts observe and interpret site surveillance videos to record detailed natm work information such as the start end time for each work category. Our proposal includes using sentiment scores learnt by quadratic programming to augment training data.

Qian and xin lv and p. In this talk i will first discuss deep learning models that can find semantically meaningful representations of words learn to read documents and answer questions about their content. In our study a multi task cascade deep learning model mcdlm was proposed which integrates radiologists various domain knowledge dk and uses multimodal ultrasound images for automatic diagnosis of thyroid nodules.

Domain knowledge guided deep learning with electronic health records article yin2019domainkg title domain knowledge guided deep learning with electronic health records author c. Although other deep learning methods such as recurrent neural networks rnns are sometimes used for image recognition tasks mou et al. Previous chapter next chapter.

Domain knowledge that can help deep learning models is generally task dependent and disease dependent. Domain knowledge into deep learning can not only improve the model s performance for small datasets but also make the prediction results more explainable based on domain knowledge. Similarly recurrent neural networks.

One type of domain knowledge useful for one task may be useless or even harmful for other applications. In deep learning domain knowledge often contributes to selection of network architecture. And introducing penalty matrix for enhancing the loss function of cross entropy.

Due to their promising performance in clinical risk prediction with electronic health records ehrs deep learning methods have attracted significant interest from healthcare researchers. Yin and rongjian zhao and b. Secondly even if the type of domain knowledge is chosen correctly there is a trade off between using domain knowledge and.