Sigmoidal Feedforward Network Training
Savita Ahlawat
Broschiertes Buch

Sigmoidal Feedforward Network Training

Role of Learning Rate and Momentum Constant

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Sigmoidal feedforward neural networks with one (or more) hidden layer are one of the popular methods for the solution to learning problems. This book proposes a new approach for the training of sigmoidal feedforward network based on random learning rate/momentum constant. As we know the usage of random weight initialization is recommended because if the weights/thresholds are initialized to equal values, the weights/thresholds have a tendency of moving together and thereby restricting the degree of freedom (the number of distinct weights/ thresholds in the network), whereas random weights allo...