A computational approach towards the ontogeny of mirror neurons via Hebbian learning

  • Lotte Weerts University of Amsterdam


It has been proposed that Hebbian learning could be responsible for the ontogeny of predictive mirror neurons in the premotor cortex (Keysers and Gazzola, 2014). Here, we show that an artificial neural network (ANN) that evolves via variation of Oja’s rule (an implementation of Hebbian learning) is sufficient to account for the emergence of predictive mirror neurons. By extension, this work provides positive evidence for the association hypothesis, which states that mirror-like behavior in the motor cortex is a byproduct of associative learning.


Cook, R., Press, C., Dickinson, A., and Heyes, C. (2010).
Acquisition of automatic imitation is sensitive to
sensorimotor contingency. Journal of Experimental
Psychology: Human Perception and Performance,

Cooper, R. P., Cook, R., Dickinson, A., and Heyes, C. M.
(2013). Associative (not Hebbian) learning and the
mirror neuron system. Neuroscience letters, 540:28–36.

Dayan, P. and Abbott, L. F. (2001). Theoretical
neuroscience. Cambridge, MA: MIT Press.

Di Pellegrino, G., Fadiga, L., Fogassi, L., Gallese, V., and
Rizzolatti, G. (1992). Understanding motor events: a
neurophysiological study. Experimental brain research,

Hebb, D. O. (1949). The organization of behavior: A
neuropsychological approach. John Wiley & Sons.

Heyes, C. (2010). Where do mirror neurons come from?
Neuroscience Biobehavioral Reviews, 34(4):575 – 583.

Keysers, C. and Gazzola, V. (2014). Hebbian learning
and predictive mirror neurons for actions, sensations
and emotions. Philosophical Transactions of the Royal
Society B: Biological Sciences, 369(1644):20130175.

Oja, E. (1982). Simplified neuron model as a principal
component analyzer. Journal of mathematical biology,

Turrigiano, G. G. and Nelson, S. B. (2004). Homeostatic
plasticity in the developing nervous system. Nature
Reviews Neuroscience, 5(2):97–107
How to Cite
WEERTS, Lotte. A computational approach towards the ontogeny of mirror neurons via Hebbian learning. Student Undergraduate Research E-journal!, [S.l.], v. 1, nov. 2015. ISSN 2468-0443. Available at: <https://journals.open.tudelft.nl/sure/article/view/1046>. Date accessed: 20 oct. 2020.