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Intelligent Call Transfer Based on Reinforcement Learning (CROSBI ID 473377)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Jevtić, Dragan ; Sablić, Denis Intelligent Call Transfer Based on Reinforcement Learning // Proceedings of the IEEE-INNS-ENNS, International Joint Conference on Neural Networks / Shun-Ishi Amari, C. Lee Giles, Marco Gori, Vincenzo Piuri (ur.). Carlton: Institute of Electrical and Electronics Engineers (IEEE), 2000. str. 120-123-x

Podaci o odgovornosti

Jevtić, Dragan ; Sablić, Denis

engleski

Intelligent Call Transfer Based on Reinforcement Learning

This paper presents an application of reinforcement Q-learning in solving the problem of an automatic call transfer. Given outcomes are the results of simulations. A potential problem has been detected in a telecommunication call center in which a particular association of agents is applied to serve large number of the incoming calls. The main idea presented here is the adaptation of the current call transfer toward an optimal agent. The search for an optimal agent is based on its current and previous activity. The simulations show that implementation of the knowledge about the agent behavior can, in particular situations, significantly accelerate the service system.

Q-learning; reinforcement; Intelligent routing

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Podaci o prilogu

120-123-x.

2000.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the IEEE-INNS-ENNS, International Joint Conference on Neural Networks

Shun-Ishi Amari, C. Lee Giles, Marco Gori, Vincenzo Piuri

Carlton: Institute of Electrical and Electronics Engineers (IEEE)

Podaci o skupu

International Joint Conference on Neural Networks, IJCNN2000

predavanje

24.07.2000-27.07.2000

Como, Italija

Povezanost rada

Elektrotehnika