Improving the repeatability of two-rate model parameter estimations by using autoencoder networks

• Published in: Progress in brain research Vol. 249; p. 189
• Main Authors: Ozdemir, Murat C, Eggert, Thomas, Straube, Andreas
• Format: Journal Article
• Language: English; Japanese
• Published: Netherlands 2019
• Subjects: Adaptation, Physiological - physiology; Adult; Humans; Models, Biological; Motor Activity - physiology; Neural Networks, Computer; Psychomotor Performance - physiology; Visual Perception - physiology; Human; Two-rate models; Visuomotor adaptation; Autoencoder; Data cleaning

The adaptive changes elicited in visuomotor adaptation experiments are usually well explained at group level by two-rate models (Smith et al., 2006), but parameters fitted to individuals show considerable variance. Data cleaning can mitigate this problem, but the assumption of smoothness can be prob...