Konstantinos G. Papakonstantinou

Managing engineering systems with large state and action spaces through deep reinforcement learning

Charalampos Andriotis, Konstantinos G. Papakonstantinou · Reliability Engineering & System Safety · 2019 · 199 citations

Artificial Intelligence, Engineering, Deep Reinforcement Learning +11

Probabilistic model for steel corrosion in reinforced concrete structures of large dimensions considering crack effects

Konstantinos G. Papakonstantinou, Masanobu Shinozuka · Engineering Structures · 2013 · 149 citations

Crack Effects, Probabilistic Model, Engineering +11

A multi-objective approach for profit-driven feature selection in credit scoring

Nikita Kozodoi, Stefan Lessmann, Konstantinos G. Papakonstantinou et al. · Decision Support Systems · 2019 · 131 citations · Full text

Credit Score, Engineering, Accounting +10

Planning structural inspection and maintenance policies via dynamic programming and Markov processes. Part II: POMDP implementation

Konstantinos G. Papakonstantinou, Masanobu Shinozuka · Reliability Engineering & System Safety · 2014 · 128 citations · Full text

Deep reinforcement learning driven inspection and maintenance planning under incomplete information and constraints

Charalampos Andriotis, Konstantinos G. Papakonstantinou · Reliability Engineering & System Safety · 2021 · 110 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +13