Classification methods using Winners-Take-All neural networks

Winner-Take-All (WTA) and its extended version K-Winner-Take-All (KWTA) networks have been frequently used as the classifiers in neural networks. They are very important tools in Data mining, Machine learning and Pattern recognition. There are a lot of scientific works devoted to this technology. The elimination of limitations is main aim of the most number of these researches. KWTA is the unique strategy for solving classification problems in different branches of science. This unique character is presented in the research.