Subjects' episodic memory performance is not simply reflected by eye movements. We use a 'theta phase coding' model of the hippocampus to predict subjects' memory performance from their eye movements. Results demonstrate the ability of the model to predict subjects' memory performance. These studies provide a novel approach to computational modeling in the human-machine interface.