3 papers
cs.LG2024
Convex Regularization and Convergence of Policy Gradient Flows under Safety Constraints
Pekka Malo, Lauri Viitasaari, Antti Suominen +2
This paper examines reinforcement learning (RL) in infinite-horizon decision processes with almost-sure safety constraints, crucial for applications like autonomous systems, financ…
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…