3 papers
cs.LG2024
The Price of Failure Risk: Clipped Barrier Policy Gradients with Convex Regularization
Pekka Malo, Lauri Viitasaari, Antti Suominen +2
In many control problems, actions consume a resource budget, such as a wear allowance, and the probability of exhausting it within a given horizon must stay below a tolerance. A si…
cs.AI2023
Predicting Visit Cost of Obstructive Sleep Apnea using Electronic Healthcare Records with Transformer
Zhaoyang Chen, Lina Siltala-Li, Mikko Lassila +4
Background: Obstructive sleep apnea (OSA) is growing increasingly prevalent in many countries as obesity rises. Sufficient, effective treatment of OSA entails high social and finan…
math.OC2022
Decision Programming for optimizing the Finnish Colorectal Cancer Screening Program
Lauri Neuvonen, Mary Dillon, Eeva Vilkkumaa +3
In Finland colorectal cancer (CRC) incidence rates have steadily increased over the last decades and as of 2017, CRC is the sixth most common cause of death. CRC is a crucial conce…