Title :
Neural net based interregional telephone traffic models
Author :
Gopal, Sucharita ; Fischer, Manfred M.
Author_Institution :
Dept. of Geogr., Boston Univ., MA, USA
Abstract :
This paper presents a neural network approach to modelling interregional telephone traffic. Real world observations in Austria have been used as a benchmark in our experiments. Single hidden layer feedforward connectionist networks have been designed to model interregional (domestic) telephone traffic flows between 32 Austrian regions. Remarkable success has been achieved in training the networks to learn the telephone traffic flows between the regions and in making accurate predictions. Our results show that the neural network approach is a leading contender to the conventional statistical approach.
Keywords :
feedforward neural nets; learning (artificial intelligence); telecommunication computing; telecommunication traffic; telephone traffic; telephony; Austrian regions; feedforward connectionist networks; interregional telephone traffic models; learning; neural network; telephone traffic flows; Argon; Artificial neural networks; Economic forecasting; Electronic mail; Geography; Neural networks; Predictive models; Telecommunication traffic; Telephony; Traffic control;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.717060