4.Advantages of ANNs Over Conventional Techniques.
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Answer:
ANN is nonlinear model that is easy to use and understand compared to statistical methods. ANN is non-paramateric model while most of statistical methods are parametric model that need higher background of statistic. ANN with Back propagation (BP) learning algorithm is widely used in solving various classification and forecasting problems. Even though BP convergence is slow but it is guranteed. However, ANN is black box learning approach, cannot inteprete relationship between input and output and cannot deal with uncertainties. To overcome this several approches have been combined with ANN such as feature selection and etc.
Meanwhile Fuzzy is quite good in handling uncertainties and can inteprete relationship between i/o by producing rules. Therefore, to increase the capability of Fuzzy and ANN, hybridization of ANN and fuzzy is usually implemented.
Answer:
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