An on-line handwritten character recognition system utilizing a novel "closed-loop" type detector. The detector senses the direction of movement of the writing element across the writing surface, and is constrained in generation of strings of directions traveled to traverse all intervening directions between any two traveled by the writing element by requiring the detector to move only between adjacent directions.