Discrete Event Modeling and Simulation of Markov Decision Process.

Language: English

Published by LAP LAMBERT Academic Publishing Nov 2023, 2023

6206846695 / 9786206846697

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This item is printed on demand - Print on Demand Titel. Neuware -Markov Decision Process (MDP) models are widely used to model decision-making problems in many research fields. MDPs can be readily designed through modeling and simulation(M&S) using the Discrete Event System Specification formalism (DEVS) due to its modular and hierarchical aspects, which improve the explainability of the models. In particular, the separation between the agent and the environment components involved in the traditional reinforcement learning (RL) algorithm, such as Q-Learning, is clearly formalized to enhance observability and envision the integration of AI components in the decision-making process. Our proposed DEVS model also improves the trust of decision makers by mitigating the risk of delegation to machines in decision-making processes. The main focus of this work is to provide the possibility of designing a Markovian system with a modeling and simulation formalism to optimize a decision-making process with greater explainability through simulation. Furthermore, the work involves an investigation based on financial process management, its specification as an MDP-based RL system, and its M&S with DEVS formalism.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 168 pp. Englisch.…

Seller Inventory # 9786206846697

Title
Discrete Event Modeling and Simulation of Markov Decision Process.
Author
Emanuele Barbieri
Publisher
LAP LAMBERT Academic Publishing Nov 2023
Publication year
2023
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
6206846695
ISBN 13
9786206846697
Item weight
268 grams
Dimensions
220x150x11 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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