Concepedia

The importance of interpretability and visualization in machine learning for applications in medicine and health care

Alfredo Vellido

Neural Computing and Applications · 2019 · 642 citations · 45 references

Open access

Concepts

ComputingHealth InformaticsVisualizationData VisualizationMachine LearningMedical VisualizationClinical Data InterpretationClinical Data VisualizationData InterpretationExplainable Machine LearningHealth Data VisualizationMedical Image AnalysisInterpretabilityInterpretability EvaluationMachine Learning For HealthcareModel InterpretabilityModel Interpretability In Medicine

References

45

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das et al. · 2017 · 21.6K citations

Computing, Computer Science, Computer Vision +16

Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)

Amina Adadi, Mohammed Berrada · IEEE Access · 2018 · 5.8K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Towards A Rigorous Science of Interpretable Machine Learning

Finale Doshi‐Velez, Been Kim · arXiv (Cornell University) · 2017 · 3.2K citations · Full text

Computing, Computer Science, Artificial Intelligence +13

Scalable and accurate deep learning with electronic health records

npj Digital Medicine · 2018 · 2.4K citations · Full text

Computing, Biomedical Informatics, Health Informatics +16

Scalable and accurate deep learning with electronic health records.

2018 · 2.4K citations

Computing, Biomedical Informatics, Health Informatics +16