Optimized back propagation learning in neural networks with bacterial foraging optimization to predict forex gold index (XAUUSD)

This paper aims to build systems that can predict the gold price index with the back propagation method so that the back propagation method can run faster and get more accurate results. Back propagation method optimized in weight and bias 1848 I Made Bayu Permana Putra et al. with bacterial foraging optimization. Proven by adding bacterial foraging optimization method, it involve the back propagation method can run 50% faster and accuracy increased 2% average. System performance testing was conducted 1000 times using many different data. Sample data and test data normalization is immersely affect the system performance.

[1]  Dong Hwa Kim,et al.  A hybrid genetic algorithm and bacterial foraging approach for global optimization , 2007, Inf. Sci..

[2]  Omer Deperlioglu,et al.  An educational tool for artificial neural networks , 2011, Comput. Electr. Eng..

[3]  Sunyoung Lee.  Rainfall Prediction Using Artificial Neural Networks , 1998 .

[4]  Jiashu Zhang,et al.  Pipelined Chebyshev Functional Link Artificial Recurrent Neural Network for Nonlinear Adaptive Filter , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[5]  Siti Zaiton Mohd Hashim,et al.  Bacterial Foraging Optimization Algorithm for neural network learning enhancement , 2011, 2011 11th International Conference on Hybrid Intelligent Systems (HIS).

[6]  Morshed U. Chowdhury,et al.  An intelligent forex monitoring system , 2001, 2001 International Conferences on Info-Tech and Info-Net. Proceedings (Cat. No.01EX479).

[7]  Toshimichi Saito,et al.  An approach to prediction of spatio-temporal patterns based on binary neural networks and cellular automata , 2008, 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence).

[8]  Divyapriya,et al.  Accurate Forecasting Prediction of Foreign Exchange Rate Using Neural Network Algorithms : A STUDY , 2013 .

[9]  Vaithiyanathan Lavanya,et al.  Foreign Currency Exchange Rate ( FOREX ) using Neural Network , 2013 .