With the advent of tablet and touch screen computing, the number of applications that utilize written text recognition technologies is rapidly increasing. These applications rely on fast and accurate optical character recognition (OCR) algorithms. The selforganizing map (SOM) is an unsupervised algorithm capable of great performance in machine learning. As such, it has become a benchmark in OCR...