Artificial Intelligence Algorithms for Treatment of Diabetes

Artificial intelligence (AI) algorithms can provide actionable insights for clinical decision-making and managing chronic diseases. The treatment management of complex diseases, such as diabetes, stands to benefit from novel AI analyzing the frequent real-time streaming data occasional medical diagnostics laboratory test results reported in electronic health records (EHR). Novel are needed develop trustworthy, responsible, reliable, robust techniques that handle imperfect imbalanced EHRs inconsistencies or discrepancies with free-living self-reported information. challenges applications two problems healthcare domain were explored this work. First, we introduced designed be fair unbiased while accommodating privacy concerns predicting treatments outcomes. Then, studied innovative approach using machine learning improve automated insulin delivery systems through information wearable devices historical identify informative trends patterns data. Application examples diabetes demonstrate benefits tools informatics.