“…fingerprints (Doi & Yamanaka, 2004;Matsumoto, et al, 2002), retinal patterns (Elsherief, et al, 2006), facial features (Daugman, 1998;Koh, et al, 1999;Philips, et al, 2003), and vein/palm structures (Doi & Yamanaka, 2004) are the leading biometric modalities used today for identity verification. Recently, one-dimensional physiological signals such as electrocardiograms (ECGs) (Agrafioti & Hatzinakos, 2008a, 2008bBiel, et al, 2001;Israel, et al, 2005;Kyoso & Uchiyama, 2001;Micheli-Tzanakou, et al, 2009;Nasri, et al, 2009;Plataniotis, et al, 2006;Saechia, et al, 2005;Shen, et al, 2002;Singh & Gupta, 2008;, photoplethysmograms (PPGs) (Ludeman & Chacon, 1995;Ludeman & Chacon, 1996;Love, et al, 1997;Ma et al, 2006;Bao et al, 2005;Wan, et al, 2007;Yao, et al, 2007) and electroencephalograms (EEGs) (Marcel & Millan, 2007) have garnered attention as promising biometric candidates based on the following thoughts:…”