Rate-based models¶
- Gerstner et al. (2014) “Neuronal Dynamics” Chapter 19.2 Models of Hebbian learning
- Gerstner et al. (2014) “Neuronal Dynamics” Chapter 19.3 Unsupervised learning
- Oja (1982) “A simplified neuron model as a principal component analyzer”
- Bienenstock et al. (1982) “Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex”
- Yger and Gilson (2015) “Models of Metaplasticity: A Review of Concepts”
STDP¶
- Song et al. (2000) “Competitive Hebbian learning through spike-timing-dependent synaptic plasticity”
- Song and Abbott (2001) “Cortical Development and Remapping through Spike Timing-Dependent Plasticity”
- Masquelier et al. (2008) “Spike Timing Dependent Plasticity Finds the Start of Repeating Patterns in Continuous Spike Trains”
- Agus et al. (2010) “Rapid Formation of Robust Auditory Memories: Insights from Noise”
- Kremer et al. (2011) “Late Emergence of the Vibrissa Direction Selectivity Map in the Rat Barrel Cortex”
- van Rossum et al. (2000) “Stable Hebbian Learning from Spike Timing-Dependent Plasticity”
- Clopath et al. (2010) " Connectivity reflects coding: a model of voltage-based STDP with homeostasis "
- Yger and Gilson (2015) “Models of Metaplasticity: A Review of Concepts”
- Shouval et al. (2010) “Spike timing dependent plasticity: a consequence of more fundamental learning rules”
- Oja, E. (1982). Simplified neuron model as a principal component analyzer. Journal of Mathematical Biology, 15(3), 267–273. 10.1007/bf00275687
- Bienenstock, E., Cooper, L., & Munro, P. (1982). Theory for the development of neuron selectivity: orientation specificity and binocular interaction in visual cortex. The Journal of Neuroscience, 2(1), 32–48. 10.1523/jneurosci.02-01-00032.1982
- Yger, P., & Gilson, M. (2015). Models of Metaplasticity: A Review of Concepts. Frontiers in Computational Neuroscience, 9. 10.3389/fncom.2015.00138
- Song, S., Miller, K. D., & Abbott, L. F. (2000). Competitive Hebbian learning through spike-timing-dependent synaptic plasticity. Nature Neuroscience, 3(9), 919–926. 10.1038/78829
- Song, S., & Abbott, L. F. (2001). Cortical Development and Remapping through Spike Timing-Dependent Plasticity. Neuron, 32(2), 339–350. 10.1016/s0896-6273(01)00451-2