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We can consider three classes of domain knowledge.
Domain knowledge deep learning. Reidy stefanos papanikolaouz surya r. Jenkins5 chedy räissi7 and daniel angerhausen8. 1 a survey on domain knowledge powered deep learning for medical image analysis xiaozheng xie jianwei niu senior member ieee xuefeng liu zhengsu chen and shaojie tang member ieee abstract although deep learning models like cnns have achieved a great success in medical image analysis small sized medical.
In deep learning domain knowledge often contributes to selection of network architecture. Deep learning based domain knowledge integration for small datasets. Learning algorithms to learn from data.
Domain knowledge guided deep learning with electronic health records abstract. Zhang journal 2019 ieee international conference on data mining icdm year 2019 pages 738 747. The second type of studies uses deep learning models to segment the glaucoma related tissues such as optic disc and optic cup and then calculates medical measures e g cup to disc ratio for diagnosis.
Kalidindix wei keng liao alok choudhary and ankit agrawal. Due to their promising performance in clinical risk prediction with electronic health records ehrs deep learning methods have attracted significant interest from healthcare researchers. Domain knowledge guided deep learning with electronic health records article yin2019domainkg title domain knowledge guided deep learning with electronic health records author c.
Integrating domain knowledge with deep learning models. Scientific domain knowledge improves exoplanet transit classification with deep learning megan ansdell1 yani ioannou2 hugh p. Yin and rongjian zhao and b.
Incorporating domain knowledge and constraints into deep learning will be explored more. Qian and xin lv and p. Domain knowledge two key ingredients of a statistical machine learning system.
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