bioRxivNeurosciencePreprint
Temporal pattern recognition in the human brain: a dual simultaneous processing
Leonardo BonettiiD, Elvira BratticoiD, S.E.P. BruzzoneiD, Gabriele DonatiiD, G. Deco, Dimitrios PantazisiD, Peter VuustiD, Morten L. KringelbachiD
Abstract
Pattern recognition is a major scientific topic. Strikingly, while machine learning algorithms are constantly refined, the human brain emerges as an ancestral biological example of such complex procedure. However, how it transforms sequences of single objects into meaningful temporal patterns remains elusive. Using magnetoencephalography (MEG) and magnetic resonance imaging (MRI), we discovered and mathematically modelled an inedited dual simultaneous processing responsible for pattern recognition in the brain. Indeed, while the objects of the temporal pattern were independently elaborated by a local, rapid brain processing, their combination into a meaningful superordinate pattern depended on a concurrent global, slower processing involving a widespread network of sequentially active brain areas. Expanding the established knowledge of neural information flow from low- to high-order brain areas, we revealed a novel brain mechanism based on simultaneous activity in different frequency bands within the same brain regions, highlighting its crucial role underlying complex cognitive functions.
- Citations
- 8
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Rapid encoding of temporal sequences discovered in brain dynamics
Leonardo Bonetti, Elvira Brattico, … Morten L. Kringelbach·bioRxiv·Dec 11, 2020
- Rhythmic information sampling in the brain during visual recognition
Laurent Caplette, Karim Jerbi, Frédéric Gosselin·Journal of NeurosciencePeer-reviewed·May 9, 2023
- Dynamics of brain activity reveal a unitary recognition signal
Christoph T. Weidemann, Michael J. Kahana·Journal of Experimental Psychology Learning Memory and CognitionPeer-reviewed·Jul 19, 2018
- Recurrent Processes Emulate a Cascade of Hierarchical Decisions: Evidence from Spatio-Temporal Decoding of Human Brain Activity
Laura Gwilliams, Jean-Rémi King·bioRxiv·Nov 12, 2019
- The Human Brain encodes a Chronicle of Visual Events at each Instant of Time
Jean-Rémi King, Valentin Wyart·bioRxiv·Nov 18, 2019
- The representational nature of spatio-temporal recurrent processing in visual object recognition
Siying Xie, Johannes Singer, … Radoslaw Martin Cichy·bioRxiv·Jul 30, 2024