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Temporal album
journal contribution
posted on 2023-06-07, 14:02 authored by E. Vasilaki, J. Feng, Hilary BuxtonTransient synchronization has been used as a mechanism of recognizing auditory patterns using integrate-and-fire neural networks. We first extend the mechanism to vision tasks and investigate the role of spike dependent learning. We show that such a temporal Hebbian learning rule significantly improves accuracy of detection. We demonstrate how multiple patterns can be identified by a single pattern selective neuron and how a temporal album can be constructed. This principle may lead to multidimensional memories, where the capacity per neuron is considerably increased with accurate detection of spike synchronization.
History
Publication status
- Published
Journal
IEEE Transactions on Neural NetworksISSN
1045-9227External DOI
Issue
2Volume
14Page range
439-443Department affiliated with
- Informatics Publications
Full text available
- Yes
Peer reviewed?
- Yes