Band 45 (2022)

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Zeitschriftenartikel
Reinforcement learning as a basis for cross domain fusion of heterogeneous data
(Informatik Spektrum: Vol. 45, No. 5, 2022) Christensen, Sören; Tomforde, Sven
We propose to establish a research direction based on Reinforcement Learning in the scope of Cross Domain Fusion. More precisely, we combine the algorithmic approach of evolutionary rule-based Reinforcement Learning with the efficiency and performance of Deep Reinforcement Learning, while simultaneously developing a sound mathematical foundation. A possible scenario is traffic control in urban regions.
Zeitschriftenartikel
Reinforcement learning as a basis for cross domain fusion of heterogeneous data
(Informatik Spektrum: Vol. 45, No. 4, 2022) Christensen, Sören; Tomforde, Sven
We propose to establish a research direction based on Reinforcement Learning in the scope of Cross Domain Fusion. More precisely, we combine the algorithmic approach of evolutionary rule-based Reinforcement Learning with the efficiency and performance of Deep Reinforcement Learning, while simultaneously developing a sound mathematical foundation. A possible scenario is traffic control in urban regions.