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This paper deals mainly with the development of new learning algorithms and the study of the dynamics of neural networks. This paper will cover issues about the unsupervised competitive learning as well as some of its variances like hard competitive learning and soft competitive learning. After introducing of unsupervised learning algorithms, the authors will discuss the other competitive learning methods and motivations and goodness as well as the weakness of this model. Paper focuses on the evolution of learning algorithm of neural network using competitive learning.
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