Reverse correlation technique

The reverse correlation technique is a data driven study method used primarily in psychological and neurophysiological research.[1] This method earned its name from its origins in neurophysiology, where cross-correlations between white noise stimuli and sparsely occurring neuronal spikes could be computed quicker when only computing it for segments preceding the spikes.[1][2][3] The term has since been adopted in psychological experiments that usually do not analyze the temporal dimension, but also present noise to human participants. In contrast to the original meaning, the term is here thought to reflect that the standard psychological practice of presenting stimuli of defined categories to the participants is "reversed": Instead, the participant's mental representations of categories are estimated from interactions of the presented noise and the behavioral responses.[4] It is used to create composite pictures of individual and/or group mental representations of various items (e.g. faces,[5] bodies,[6] and the self[7]) that depict characteristics of said items (e.g. trustworthiness[8] and self-body image[9]). This technique is helpful when evaluating the mental representations of those with and without mental illnesses.[10]

  1. ^ a b Ringach, Dario; Shapley, Robert (March 2004). "Reverse correlation in neurophysiology". Cognitive Science. 28 (2): 147–166. doi:10.1207/s15516709cog2802_2.
  2. ^ Ohzawa, Izumi; De Angelis, Gregory C.; Freeman, Ralph D. (August 1990). "Stereoscopic Depth Discrimination in the Visual Cortex: Neurons Ideally Suited as Disparity Detectors". Science. 249 (4972): 1037–1041. Bibcode:1990Sci...249.1037O. doi:10.1126/science.2396096. PMID 2396096.
  3. ^ Dayan, Peter; Abbott, Laurence F. (2001). Theoretical Neuroscience - Computational and Mathematical Modeling of Neural Systems. The MIT Press. Cambridge, Massachusetts. ISBN 978-0262541855.
  4. ^ Brinkman, L.; Todorov, A.; Dotsch, R. (January 2017). "Visualising mental representations: A primer on noise-based reverse correlation in social psychology". European Review of Social Psychology. 28 (1): 333–361. doi:10.1080/10463283.2017.1381469. ISSN 1046-3283.
  5. ^ Karremans, Johan C.; Dotsch, Ron; Corneille, Olivier (December 2011). "Romantic relationship status biases memory of faces of attractive opposite-sex others: Evidence from a reverse-correlation paradigm". Cognition. 121 (3): 422–426. doi:10.1016/j.cognition.2011.07.008. PMID 21903209. S2CID 8050358.
  6. ^ Lick, David J.; Carpinella, Colleen M.; Preciado, Mariana A.; Spunt, Robert P.; Johnson, Kerri L. (2013). "Reverse-correlating mental representations of sex-typed bodies: the effect of number of trials on image quality". Frontiers in Psychology. 4: 476. doi:10.3389/fpsyg.2013.00476. ISSN 1664-1078. PMC 3727110. PMID 23908637.
  7. ^ Moon, Kibum; Kim, SoJeong; Kim, Jinwon; Kim, Hackjin; Ko, Young-gun (2020-06-12). "The Mirror of Mind: Visualizing Mental Representations of Self Through Reverse Correlation". Frontiers in Psychology. 11: 1149. doi:10.3389/fpsyg.2020.01149. ISSN 1664-1078. PMC 7307554. PMID 32612554.
  8. ^ Éthier-Majcher, Catherine; Joubert, Sven; Gosselin, Frédéric (2013). "Reverse correlating trustworthy faces in young and older adults". Frontiers in Psychology. 4: 592. doi:10.3389/fpsyg.2013.00592. ISSN 1664-1078. PMC 3763214. PMID 24046755.
  9. ^ Maister, Lara; De Beukelaer, Sophie; Longo, Matthew; Tsakiris, Manos (2020-02-18). "The Self in the Mind's Eye: Reverse-correlating one's self reveals how psychological beliefs and attitudes shape our body-image". doi:10.31234/osf.io/f2b36. S2CID 236794071. {{cite journal}}: Cite journal requires |journal= (help)
  10. ^ Brinkman, Loek; Dotsch, Ron; Zondergeld, Jelmer; Koevoets, Martijn G.J.C.; Aarts, Henk; Van Haren, Neeltje E.M. (2019-09-01). "Visualizing mental representations in schizophrenia patients: A reverse correlation approach". Schizophrenia Research: Cognition. 17: 100138. doi:10.1016/j.scog.2019.100138. ISSN 2215-0013. PMC 6454059. PMID 31008060.