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Wavelet Neural Network (WNN) was employed in a rapid calculation of the atomicelectron affinities, with atomic ionization potentials and atomic electron configurations chosen as input parameters. Many unmeasured values were obtained, and the estimates appeared to be suffi-ciently accurate for potential applications.