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دسته بندی : پاورپوینت

نوع فایل :  .ppt ( قابل ویرایش و آماده پرینت )

تعداد اسلاید : 26 اسلاید

 قسمتی از متن .ppt : 

Neural Networks

References

Neural network design, M. T. Hagan & H. B. Demuth & M. Beale PWS publishing company – 1996.

Neural network: A comprehensive foundation, Simon Haykin, Prentice Hall – 1999.

Application of Neural Networks to Adaptive Control of Nonlinear Systems, G. W. Ng, John Wiley & Sons Ltd, - 1997.

Other Refrences

Intelligent Control Based on Flexible Neural Networks, M. Teshnehlab, K. Watanabe, Kluwer Academic Publication, 1999.

Neural Network for pattern recognition, Christopher Bishop, Clarendon Press Oxford – 1995.

Nonlinear system Identification (from classical Approacches to neural network and fuzzy models), Oliver Nelles, Springer – 2001.

Computational Intelligence, Andries P. Engelbercht, John Wiley & Sons Ltd, - 2002.

Syllabuses

Introduction: Objectives, History, Applications, Biological inspiration, Math inspiration!

Neural Network (NN) & Neuron Model: Feed Forward NN, Recurrent NN, Hamming NN, Hopfield NN, Single Layer Perceptron, and Multi Layer Perceptron.

Learning Algorithms

Supervised Learning: early learning algorithms, first order gradient methods, second order gradient methods, LRLS and IGLS algorithms.

Unsupervised Learning: hebbian learning, Boltzman machine, kohonen self- organizing learning.

Population based optimization: genetic algorithms, ant colony, particle swarm optimization (PSO).