FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2092275414> ?p ?o ?g. }

• W2092275414 endingPage "2286" @default.
• W2092275414 startingPage "2275" @default.
• W2092275414 abstract "Temporal codes are believed to play important roles in neuronal representation of information. Neuronal ability to classify and learn temporal spiking patterns is thus essential for successful extraction and processing of information. Understanding neuronal learning of temporal code has been complicated, however, by the intrinsic stochasticity of synaptic transmission. Using a computational model of a learning neuron, the tempotron, we studied the effects of synaptic unreliability and short-term dynamics on the neuron's ability to learn spike timing rules. Our results suggest that such a model neuron can learn to classify spike timing patterns even with unreliable synapses, albeit with a significantly reduced success rate. We explored strategies to improve correct spike timing classification and found that firing clustered spike bursts significantly improves learning performance. Furthermore, rapid activity-dependent modulation of synaptic unreliability, implemented with realistic models of dynamic synapses, further improved classification of different burst properties and spike timing modalities. Neuronal models with only facilitating or only depressing inputs exhibited preference for specific types of spike timing rules, but a mixture of facilitating and depressing synapses permitted much improved learning of multiple rules. We tested applicability of these findings to real neurons by considering neuronal learning models with the naturally distributed input release probabilities found in excitatory hippocampal synapses. Our results suggest that spike bursts comprise several encoding modalities that can be learned effectively with stochastic dynamic synapses, and that distributed release probabilities significantly improve learning performance. Synaptic unreliability and dynamics may thus play important roles in the neuron's ability to learn spike timing rules during decoding." @default.
• W2092275414 created "2016-06-24" @default.
• W2092275414 creator A5028515965 @default.
• W2092275414 creator A5073389502 @default.
• W2092275414 date "2013-11-15" @default.
• W2092275414 modified "2023-10-18" @default.
• W2092275414 title "Role of synaptic dynamics and heterogeneity in neuronal learning of temporal code" @default.
• W2092275414 cites W1878427780 @default.
• W2092275414 cites W2008008116 @default.
• W2092275414 cites W2010640765 @default.
• W2092275414 cites W2012704126 @default.
• W2092275414 cites W2017283651 @default.
• W2092275414 cites W2019016101 @default.
• W2092275414 cites W2023514429 @default.
• W2092275414 cites W2031543773 @default.
• W2092275414 cites W2033676302 @default.
• W2092275414 cites W2037798038 @default.
• W2092275414 cites W2048660601 @default.
• W2092275414 cites W2052515926 @default.
• W2092275414 cites W2053029187 @default.
• W2092275414 cites W2061897041 @default.
• W2092275414 cites W2062450964 @default.
• W2092275414 cites W2064152920 @default.
• W2092275414 cites W2065188087 @default.
• W2092275414 cites W2065755494 @default.
• W2092275414 cites W2069536209 @default.
• W2092275414 cites W2071966958 @default.
• W2092275414 cites W2078575897 @default.
• W2092275414 cites W2085966567 @default.
• W2092275414 cites W2088382964 @default.
• W2092275414 cites W2091344855 @default.
• W2092275414 cites W2096293509 @default.
• W2092275414 cites W2097996618 @default.
• W2092275414 cites W2102365206 @default.
• W2092275414 cites W2106726796 @default.
• W2092275414 cites W2112927743 @default.
• W2092275414 cites W2115831804 @default.
• W2092275414 cites W2120431135 @default.
• W2092275414 cites W2124354910 @default.
• W2092275414 cites W2127339105 @default.
• W2092275414 cites W2127633508 @default.
• W2092275414 cites W2128177623 @default.
• W2092275414 cites W2130753066 @default.
• W2092275414 cites W2156084351 @default.
• W2092275414 cites W2170759423 @default.
• W2092275414 cites W3106365581 @default.
• W2092275414 cites W4205700801 @default.
• W2092275414 cites W4212952892 @default.
• W2092275414 cites W4241499463 @default.
• W2092275414 cites W4247763225 @default.
• W2092275414 doi "https://doi.org/10.1152/jn.00454.2013" @default.
• W2092275414 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/3841876" @default.
• W2092275414 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/23926043" @default.
• W2092275414 hasPublicationYear "2013" @default.
• W2092275414 type Work @default.
• W2092275414 sameAs 2092275414 @default.
• W2092275414 citedByCount "13" @default.
• W2092275414 countsByYear W20922754142015 @default.
• W2092275414 countsByYear W20922754142016 @default.
• W2092275414 countsByYear W20922754142018 @default.
• W2092275414 countsByYear W20922754142019 @default.
• W2092275414 countsByYear W20922754142021 @default.
• W2092275414 countsByYear W20922754142022 @default.
• W2092275414 countsByYear W20922754142023 @default.
• W2092275414 crossrefType "journal-article" @default.
• W2092275414 hasAuthorship W2092275414A5028515965 @default.
• W2092275414 hasAuthorship W2092275414A5073389502 @default.
• W2092275414 hasBestOaLocation W20922754142 @default.
• W2092275414 hasConcept C115903868 @default.
• W2092275414 hasConcept C11731999 @default.
• W2092275414 hasConcept C119857082 @default.
• W2092275414 hasConcept C154945302 @default.
• W2092275414 hasConcept C169760540 @default.
• W2092275414 hasConcept C17744445 @default.
• W2092275414 hasConcept C199539241 @default.
• W2092275414 hasConcept C2776359362 @default.
• W2092275414 hasConcept C2778794669 @default.
• W2092275414 hasConcept C2781390188 @default.
• W2092275414 hasConcept C41008148 @default.
• W2092275414 hasConcept C50644808 @default.
• W2092275414 hasConcept C86803240 @default.
• W2092275414 hasConcept C94625758 @default.
• W2092275414 hasConceptScore W2092275414C115903868 @default.
• W2092275414 hasConceptScore W2092275414C11731999 @default.
• W2092275414 hasConceptScore W2092275414C119857082 @default.
• W2092275414 hasConceptScore W2092275414C154945302 @default.
• W2092275414 hasConceptScore W2092275414C169760540 @default.
• W2092275414 hasConceptScore W2092275414C17744445 @default.
• W2092275414 hasConceptScore W2092275414C199539241 @default.
• W2092275414 hasConceptScore W2092275414C2776359362 @default.
• W2092275414 hasConceptScore W2092275414C2778794669 @default.
• W2092275414 hasConceptScore W2092275414C2781390188 @default.
• W2092275414 hasConceptScore W2092275414C41008148 @default.
• W2092275414 hasConceptScore W2092275414C50644808 @default.
• W2092275414 hasConceptScore W2092275414C86803240 @default.
• W2092275414 hasConceptScore W2092275414C94625758 @default.
• W2092275414 hasIssue "10" @default.
• W2092275414 hasLocation W20922754141 @default.

• next