This volume contains articles by eminent mathematicians on wavelet analysis applications of which include image processing, signal processing, data compression, numerical methods. There are given certain applications where classical approach was found to be inadequate. A systematic mathematical study of approximation properties of neural networks which remained absent from the literature for a long time has also been presented.