STDP and the distribution of preferred phases in the whisker system [PDF]
PLOS Computational Biology, 2021 Rats and mice use their whiskers to probe the environment. By rhythmically swiping their whiskers back and forth they can detect the existence of an object, locate it, and identify its texture. Localization can be accomplished by inferring the position of the whisker.
Nimrod Sherf, Maoz Shamir
arxiv +10 more sources
STDP-based adaptive graph convolutional networks for automatic sleep staging
Frontiers in Neuroscience, 2023 Automatic sleep staging is important for improving diagnosis and treatment, and machine learning with neuroscience explainability of sleep staging is shown to be a suitable method to solve this problem.
Yuan Zhao +5 more
doaj +2 more sources
A Stochastic Approach to STDP [PDF]
2016 IEEE International Symposium on Circuits and Systems (ISCAS), 2016 We present a digital implementation of the Spike Timing Dependent Plasticity (STDP) learning rule. The proposed digital implementation consists of an exponential decay generator array and a STDP adaptor array. On the arrival of a pre- and post-synaptic spike, the STDP adaptor will send a digital spike to the decay generator.
Runchun Wang +4 more
arxiv +5 more sources
STDP in the developing sensory neocortex [PDF]
Frontiers in Synaptic Neuroscience, 2010 Spike timing-dependent plasticity (STDP) has been proposed as a mechanism for optimizing the tuning of neurons to sensory inputs, a process that underlies the formation of receptive field properties and associative memories.
Rylan S Larsen +9 more
doaj +4 more sources
Optimal Resonances in Multiplex Neural Networks Driven by an STDP Learning Rule
Frontiers in Physics, 2022 In this paper, we numerically investigate two distinct phenomena, coherence resonance (CR) and self-induced stochastic resonance (SISR), in multiplex neural networks in the presence of spike-timing-dependent plasticity (STDP).
Marius E. Yamakou +5 more
doaj +2 more sources
Protective effects of Shexiang-Tongxin dropping pill against acute myocardial infarction in rats through inhibition of apoptosis and ERK/MAPK signaling pathways [PDF]
HeliyonAcute myocardial infarction (AMI) remains a significant health challenge globally, highlighting the ongoing need for effective treatments. Shexiang-Tongxin dropping pill (STDP) is widely utilized as a therapeutic option for AMI in China and Southeast ...
Jun Yan +6 more
doaj +2 more sources
Multiplexing rhythmic information by spike timing dependent plasticity. [PDF]
PLoS Computational Biology, 2020 Rhythmic activity has been associated with a wide range of cognitive processes including the encoding of sensory information, navigation, the transfer of information and others.
Nimrod Sherf, Maoz Shamir
doaj +2 more sources
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification [PDF]
arXivSpike Timing-Dependent Plasticity (STDP) is a promising substitute to backpropagation for local training of Spiking Neural Networks (SNNs) on neuromorphic hardware. STDP allows SNNs to address classification tasks by combining unsupervised STDP for feature extraction and supervised STDP for classification.
Gaspard Goupy +2 more
arxiv +3 more sources
Comparison and Regulation of Neuronal Synchronization for Various STDP Rules [PDF]
Neural Plasticity, 2009 We discuss effects of various experimentally supported STDP learning rules on frequency synchronization of two unidirectional coupled neurons systematically.
Yanhua Ruan, Gang Zhao
doaj +2 more sources
Performance and Comparisons of STDP based and Non-STDP based Memristive Neural Networks on Hardware [PDF]
arXiv, 2019 With the development of research on memristor, memristive neural networks (MNNs) have become a hot research topic recently. Because memristor can mimic the spike timing-dependent plasticity (STDP), the research on STDP based MNNs is rapidly increasing.
arxiv +3 more sources