Improved Back Propagation Algorithm to Avoid Local Minima in Multiplicative Neuron Model

作者: Kavita Burse , Manish Manoria , Vishnu Pratap Singh Kirar

DOI: 10.1007/978-3-642-20573-6_11

关键词: BackpropagationAlgorithmArtificial neural networkMaxima and minimaMultiplicative functionComputer scienceBack propagation algorithmTerm (time)Artificial intelligence

摘要: The back propagation algorithm calculates the weight changes of artificial neural networks, and a common approach is to use training consisting learning rate momentum factor. major drawbacks above are problems local minima slow convergence speeds. addition an extra term, called proportional factor reduces algorithm. We have applied three term multiplicative network learning. tested on XOR parity problem compared with standard

参考文章(15)
S.C. Ng, S.H. Leung, A. Luk, Fast Convergent Generalized Back-Propagation Algorithm with Constant Learning Rate Neural Processing Letters. ,vol. 9, pp. 13- 23 ,(1999) , 10.1023/A:1018611626332
Y.Q. Chen, T. Yin, H.A. Babri, A stochastic backpropagation algorithm for training neural networks international conference on information and communication security. ,vol. 2, pp. 703- 707 ,(1997) , 10.1109/ICICS.1997.652068
Yahya H. Zweiri, Optimization of a Three-Term Backpropagation Algorithm Used for Neural Network Learning International Journal of Electrical and Computer Engineering. ,vol. 1, pp. 1850- 1855 ,(2007)
Y.F. Yam, T.W.S. Chow, Extended backpropagation algorithm Electronics Letters. ,vol. 29, pp. 1701- 1702 ,(1993) , 10.1049/EL:19931131
G. P. Drago, M. Morando, S. Ridella, An Adaptive Momentum Back Propagation (AMBP) Neural Computing and Applications. ,vol. 3, pp. 213- 221 ,(1995) , 10.1007/BF01414646
R.N. Yadav, P.K. Kalra, J. John, Time series prediction with single multiplicative neuron model soft computing. ,vol. 7, pp. 1157- 1163 ,(2007) , 10.1016/J.ASOC.2006.01.003
Y.H. Zweiri, J.F. Whidborne, L.D. Seneviratne, A three-term backpropagation algorithm Neurocomputing. ,vol. 50, pp. 305- 318 ,(2003) , 10.1016/S0925-2312(02)00569-6
X.G. Wang, Z. Tang, H. Tamura, M. Ishii, W.D. Sun, An improved backpropagation algorithm to avoid the local minima problem Neurocomputing. ,vol. 56, pp. 455- 460 ,(2004) , 10.1016/J.NEUCOM.2003.08.006
Ching-Hwang Wang, Chih-Han Kao, Wei-Hsien Lee, A new interactive model for improving the learning performance of back propagation neural network Automation in Construction. ,vol. 16, pp. 745- 758 ,(2007) , 10.1016/J.AUTCON.2006.12.007