Abstract: The paper introduces the state of incomplete data as well as ICA＇s and ViSOM＇s characteristics, studies the method of incomplete data sets under the circumstances of that data remain dependent and non-Gaussian, discusses the method estimation of missing d

Key words: Incomplete data, ICA （independent component analysis）, ViSOM （Visualization-Induced Self-Organizing Maps）, Correlation, Gaussian distribution