Temporal album
Transient 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 impro...
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| Published in: | IEEE transactions on neural networks Vol. 14; no. 2; pp. 439 - 443 |
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| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
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IEEE
01-03-2003
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| Abstract | Transient 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. |
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| AbstractList | Transient 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. |
| Author | Jianfeng Feng Buxton, H. Vasilaki, E. |
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| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/18238026$$D View this record in MEDLINE/PubMed |
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| References | ref13 ref14 kuramoto (ref18) 1984 ref11 ref10 ref2 ref1 ref16 ref19 ref23 ref26 ref25 ref20 delorme (ref28) 2001; 38 ref22 ref21 migliore (ref30) 2001; 86 mccarthy (ref12) 2000 koch (ref17) 1999 ref27 ref29 ref8 mainen (ref3) 1995; 268 ref7 ref4 ref6 ref5 bi (ref24) 1998; 18 wills (ref9) 0 howell (ref15) 1997 |
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| Snippet | Transient synchronization has been used as a mechanism of recognizing auditory patterns using integrate-and-fire neural networks. We first extend the mechanism... |
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| SubjectTerms | Backpropagation Biological neural networks Delay effects Feedback control Feedback loop Hebbian theory Learning Multidimensional systems Neural networks Neurons Neuroscience Pattern recognition Spikes Synchronism Synchronization Tasks Temporal logic |
| Title | Temporal album |
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