“…In addition, Kohonen's Self-organizing Maps are considered to be very useful as far as data compression and transformation are concerned (Kotti et al, 2008). Thanks to their features -input data generalization, distinguishing between very similar signals, etc., ANNs are widely used in the area of non-fluent speech recognition, especially in classification (Czyżewski et al, 2003;Howell and Sackin, 1995;Howell et al, 1997bHowell et al, , 1997aNayak et al, 2005), speech quality assessment (Geetha et al, 2000), quite often with the use of topological maps (Leinonen et al, 1993;Wszołek and Tadeusiewicz, 2000). The diversity of ANN applications at many stages of the speech recognition process indicates that artificial neural networks are effective in both signal recognition and classification.…”