A deep reinforcement learning approach to seat inventory control for airline revenue management

Human-level control through deep reinforcement learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · Nature · 2015 · 30K citations

Computing, Computer Science, Artificial Intelligence +8

Approximation by superpositions of a sigmoidal function

George Cybenko · Mathematics of Control Signals and Systems · 1989 · 13.7K citations

Computing, Computer Science, Machine Learning +5

Playing Atari with Deep Reinforcement Learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver et al. · arXiv (Cornell University) · 2013 · 5.1K citations · Full text

Computing, Computer Science, Artificial Intelligence +16

Technical Note: Q-Learning

Christopher J. Watkins, Peter Dayan · Machine Learning · 1992 · 3.7K citations

A Markovian Decision Process

Richard Bellman · Indiana University Mathematics Journal · 1957 · 2.4K citations

Engineering, Industrial Engineering, Decision Theory +13