“…First, based on a multidisciplinary statistical analysis, we have shown that the kHz EM time series is characterized by the following crucial symptoms of an extreme phenomenon (Potirakis et al, 2011Eftaxias, 2012, and references therein): (i) high organization or high information content. Tools of information theory, concepts of entropy rooted in the extensive and non-extensive Tsallis statistical mechanics, and measures of complexity have been used in order to identify the aforementioned features (Shannon nblock entropy, Shannon n-block entropy per letter, conditional entropy, entropy of the source, Kolmogorov-Sinai entropy, T entropy, approximate entropy -ApEn, Fisher information, correlation dimension, R/S analysis, detrended fluctuation analysis, fractal dimension, and finally fractal wavelet spectral analysis).…”