Skip to main content
SpringerLink
Log in

Equalization Effect in Interpopulation Spike-Timing-Dependent Plasticity in Two Inhibitory and Excitatory Populations

  • Conference paper
  • First Online:
Advances in Cognitive Neurodynamics (VII) (ICCN2019 2019)

Part of the book series: Advances in Cognitive Neurodynamics ((ICCN))

Abstract

We consider two inhibitory (I) and excitatory (E) populations with I to E and E to I interpopulation spike-timing-dependent plasticity (STDP). By changing the noise intensity D, we study the effect of interpopulation STDPs on fast sparsely synchronized rhythms that appear in the two I- and E-populations. Long-term potentiation (LTP) and long-term depression (LTD) for population-averaged values of saturated interpopulation synaptic strengths are thus found to take place. Then, the degree of fast sparse synchronization changes due to the effects of LTP and LTD. In a broad region of intermediate D, the degree of good synchronization (with larger synchronization degree) gets decreased. On the other hand, in a region of large D, the degree of bad synchronization (with smaller synchronization degree) becomes increased. As a result, an “equalization effect” in interpopulation synaptic plasticity occurs in each I- or E-population, where the synchronization degree gets nearly the same in a wide range of D.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 229.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 299.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Abbott, L. F., & Nelson, S. B. (2000). Synaptic plasticity: Taming the beast. Nature Neuroscience, 3(Suppl), 1178–83.

    Article  CAS  Google Scholar 

  • Bell, C. C., Han, V. Z., Sugawara, Y., & Grant, K. (1997). Synaptic plasticity in a cerebellum-like structure depends on temporal order. Nature, 387(6630), 278–281.

    Article  CAS  Google Scholar 

  • Brunel, N., & Hakim, V. (2008). Sparsely synchronized neuronal oscillations. Chaos, 18(1), 015113.

    Article  Google Scholar 

  • Brunel, N., & Wang, X.-J. (2003). What determines the frequency of fast network oscillations with irregular neural discharges? I. Synaptic dynamics and excitation-inhibition balance. Journal Neurophysiology, 90(1), 415–30.

    Article  Google Scholar 

  • Fisahn, A., Pike, F. G., Buhl, E. H., & Paulsen, O. (1998). Cholinergic induction of network oscillations at 40 hz in the hippocampus in vitro. Nature, 394(6689), 186–9.

    Article  CAS  Google Scholar 

  • Geisler, C., Brunel, N., & Wang, X.-J. (2005). Contributions of intrinsic membrane dynamics to fast network oscillations with irregular neuronal discharges. Journal Neurophysiology, 94(6), 4344–61.

    Article  Google Scholar 

  • Haas, J. S., Nowotny, T., & Abarbanel, H. D. I. (2006). Spike-timing-dependent plasticity of inhibitory synapses in the entorhinal cortex. Journal Neurophysiology, 96(6), 3305–13.

    Article  Google Scholar 

  • Izhikevich, E. (2007). Dynamical systems in neuroscience. Cambridge: MIT Press.

    Google Scholar 

  • Kim, S.-Y., & Lim, W. (2018). Effect of inhibitory spike-timing-dependent plasticity on fast sparsely synchronized rhythms in a small-world neuronal network. Neural Networks, 106, 50–66.

    Article  Google Scholar 

  • Kim, S.-Y., & Lim, W. (2020). Effect of interpopulation spike-timing-dependent plasticity on synchronized rhythms in neuronal networks with inhibitory and excitatory populations. Cognitive Neurodynamics, 14(4), 535–567.

    Article  Google Scholar 

  • Song, S., Miller, K. D., & Abbott, L. F. (2000). Competitive hebbian learning through spike-timing-dependent synaptic plasticity. Nature Neuroscience, 3(9), 919–26.

    Article  CAS  Google Scholar 

  • Wang, X.-J. (2010). Neurophysiological and computational principles of cortical rhythms in cognition. Physiological Reviews, 90(3), 1195–268.

    Article  Google Scholar 

  • Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of ‘small-world’ networks. Nature, 393(6684), 440–2.

    Article  CAS  Google Scholar 

Download references

Acknowledgements

Supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (Grant No. 20162007688).

Author information

Authors and Affiliations

  1. Institute for Computational Neuroscience and Department of Science Education, Daegu National University of Education, Daegu, 42411, South Korea

    Sang-Yoon Kim & Woochang Lim

Authors
  1. Sang-Yoon Kim
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Woochang Lim
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Sang-Yoon Kim .

Editor information

Editors and Affiliations

  1. HEC LABEX & ISI Complexity Science Group, University of Lausanne, Lausanne, Vaud, Switzerland

    Alessandra Lintas

  2. Dipartimento di Scienze biomediche, Università degli Studi di Sassari, Sassari, Sassari, Italy

    Paolo Enrico

  3. Institute for Cognitive Neurodynamics, East China University of Science and Technology, Shanghai, Shanghai, China

    Xiaochuan Pan

  4. Institute for Cognitive Neurodynamics, East China University of Science and Technology, Shanghai, Shanghai, China

    Rubin Wang

  5. NeuroHeuristic Research Group, University of Lausanne, Lausanne, Vaud, Switzerland

    Alessandro Villa

Rights and permissions

Reprints and permissions

Copyright information

© 2021 Springer Nature Singapore Pte Ltd.

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Kim, SY., Lim, W. (2021). Equalization Effect in Interpopulation Spike-Timing-Dependent Plasticity in Two Inhibitory and Excitatory Populations. In: Lintas, A., Enrico, P., Pan, X., Wang, R., Villa, A. (eds) Advances in Cognitive Neurodynamics (VII). ICCN2019 2019. Advances in Cognitive Neurodynamics. Springer, Singapore. https://doi.org/10.1007/978-981-16-0317-4_8

Download citation

Publish with us

Policies and ethics

Search

Navigation