Sumanth Swaminathan is a digital health entrepreneur, interdisciplinary scientist, teacher, and performing musician with a professional career that spans academia, government labs, large/small corporations, and startups. He will be speaking on a machine-learning approach to classifying and triaging health deterioration events due to chronic and infectious illness.
In this approach algorithms are trained to consume patient health data inclusive of symptoms, consumer-available biometric data, and patient profile/demographic information and novel simulation schemes are used to generate clinically diverse, statistically comprehensive patient scenarios that form the train and test datasets for machine-learning classifiers.