Biometric security is a computerised method of verifying a person’s identity based on his/her body and/or physical attributes. Various forms of biometric security exist including fingerprinting, iris recognition [10], speech recognition [17], heart sound recognition [7], and keystroke recognition [12]. However, dispite the novelty and perceived security of the aforemention techniques, the longest standing and most natural method for verifying one’s identity is through the use of a handwritten signature. Handwritten Signature Verification (HSV) is an automated method of verifying a signature by capturing features about a signature’s shape (i.e., static features) and the charactertics of how the person signs his/her name in real-time (i.e., dynamic features). HSV is more generally accepted by the public and is less intrusive than other biometric authentication techniques.