Papakonstantinou, Konstantinos G.

1. Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems
   2022/12/15 by Arcieri, Giacomo, Hoelzl, Cyprien, Schwery, Oliver +3 · 6 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
2. POMDP inference and robust solution via deep reinforcement learning: An application to railway optimal maintenance
   2023/07/16 by Arcieri, Giacomo, Hoelzl, Cyprien, Schwery, Oliver +3 · 6 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
3. Hamiltonian MCMC methods for estimating rare events probabilities in high-dimensional problems
   2020/07/01 by Konstantinos G. Papakonstantinou, Papakonstantinou, Konstantinos G., Hamed Nikbakht +3 · 3 citations
   Decision Sciences · Engineering · Mathematics · #Applications (stat.AP) #Computation (stat.CO) #FOS: Computer and information sciences #Methodology (stat.ME) #Probabilistic and Robust Engineering Design #Reliability and Maintenance Optimization #Statistical Distribution Estimation and Applications
4. A Direct Importance Sampling-based Framework for Rare Event Uncertainty Quantification in Non-Gaussian Spaces
   2024/05/23 by Elsayed Eshra, Eshra, Elsayed, Konstantinos G. Papakonstantinou +3 · 1 citation
   Decision Sciences · #Applications (stat.AP) #Computation (stat.CO) #FOS: Computer and information sciences #Methodology (stat.ME) #Risk and Safety Analysis