Intelligible Models for HealthCare

High accuracy by machine learning models imply its ability to closely mimic data generating process but they may possess the property of low interpretability by humans (called Intelligibility).

Complex models do not explain their prediction well, which can act as a barrier to their adoption. For mission critical applications where interpretability helps in understanding the role of each feature…