English

Sensitivity Analysis for additive STDP rule

Neurons and Cognition 2015-04-14 v2 Neural and Evolutionary Computing

Abstract

Spike Timing Dependent Plasticity (STDP) is a Hebbian like synaptic learning rule. The basis of STDP has strong experimental evidences and it depends on precise input and output spike timings. In this paper we show that under biologically plausible spiking regime, slight variability in the spike timing leads to drastically different evolution of synaptic weights when its dynamics are governed by the additive STDP rule.

Keywords

Cite

@article{arxiv.1503.07490,
  title  = {Sensitivity Analysis for additive STDP rule},
  author = {Subhajit Sengupta and Karthik S. Gurumoorthy and Arunava Banerjee},
  journal= {arXiv preprint arXiv:1503.07490},
  year   = {2015}
}

Comments

On Computational Neuroscience/ 11 pages

R2 v1 2026-06-22T09:02:13.555Z