Konstantinos G. Papakonstantinou

1. Managing engineering systems with large state and action spaces through deep reinforcement learning
   2018/11/05 by C.P. Andriotis, Andriotis, C. P., Konstantinos G. Papakonstantinou +1 · 7 citations
   Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Safety Systems Engineering in Autonomy #Systems and Control (eess.SY) #electronic engineering #information engineering
2. Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints
   2020/07/02 by C.P. Andriotis, Andriotis, C. P., Konstantinos G. Papakonstantinou +1 · 3 citations
   Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Probabilistic and Robust Engineering Design #Reliability and Maintenance Optimization
3. Hamiltonian MCMC methods for estimating rare events probabilities in high-dimensional problems
   2020/07/01 by Konstantinos G. Papakonstantinou, Hamed Nikbakht, Papakonstantinou, Konstantinos G. +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. Fighting Sampling Bias: A Framework for Training and Evaluating Credit Scoring Models
   2024/07/17 by Nikita Kozodoi, Kozodoi, Nikita, Stefan Lessmann +7 · 2 citations
   Economics, Econometrics and Finance · #Credit Risk and Financial Regulations #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. Multi-agent deep reinforcement learning with centralized training and decentralized execution for transportation infrastructure management
   2024/01/23 by Mohammad Saifullah, Saifullah, M., Konstantinos G. Papakonstantinou +5 · 1 citation
   Engineering · #Artificial Intelligence (cs.AI) #BIM and Construction Integration #Elevator Systems and Control #FOS: Computer and information sciences #FOS: Electrical engineering #Infrastructure Maintenance and Monitoring #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Systems and Control (eess.SY) #electronic engineering #information engineering
6. 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