Skip to main content
Top

2017 | OriginalPaper | Chapter

Learning Modular Sequences in the Striatum

Authors : Giovanni Maffei, Jordi-Ysard Puigbò, Paul F. M. J. Verschure

Published in: Biomimetic and Biohybrid Systems

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The execution of habitual actions is thought to rely on the exploitation of procedural motor memories. These memories encode motor commands as organized in functional sequences with well defined boundaries in the Striatum. Here, we present a biophysical model of the striatal network composed by inhibitory medium spiny neurons (MSNs) governed by anti-hebbian STDP. We show that these two features allow for learning an arbitrary sequence through multiple exposures to cortical inputs and reproducing it under a single, non-specific excitatory drive. Our results shed light on the computational properties of biologically plausible inhibitory networks and suggest a simple, yet effective mechanism of behavioral control through striatal circuits.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Fonollosa, J., Neftci, E., Rabinovich, M.: Learning of chunking sequences in cognition and behavior. PLoS Comput. Biol. 11(11), e1004592 (2015)CrossRef Fonollosa, J., Neftci, E., Rabinovich, M.: Learning of chunking sequences in cognition and behavior. PLoS Comput. Biol. 11(11), e1004592 (2015)CrossRef
2.
go back to reference Gage, G.J., Stoetzner, C.R., Wiltschko, A.B., Berke, J.D.: Selective activation of striatal fast-spiking interneurons during choice execution. Neuron 67(3), 466–479 (2010)CrossRef Gage, G.J., Stoetzner, C.R., Wiltschko, A.B., Berke, J.D.: Selective activation of striatal fast-spiking interneurons during choice execution. Neuron 67(3), 466–479 (2010)CrossRef
3.
go back to reference Jin, X., Costa, R.M.: Shaping action sequences in basal ganglia circuits. Curr. Opin. Neurobiol. 33, 188–196 (2015)CrossRef Jin, X., Costa, R.M.: Shaping action sequences in basal ganglia circuits. Curr. Opin. Neurobiol. 33, 188–196 (2015)CrossRef
4.
go back to reference Rueda-Orozco, P.E., Robbe, D.: The striatum multiplexes contextual and kinematic information to constrain motor habits execution. Nat. Neurosci. 18(3), 453–460 (2015)CrossRef Rueda-Orozco, P.E., Robbe, D.: The striatum multiplexes contextual and kinematic information to constrain motor habits execution. Nat. Neurosci. 18(3), 453–460 (2015)CrossRef
5.
go back to reference Fino, E., Venance, L.: Spike-timing dependent plasticity in the striatum. Froniters Synaptic Neurosci. 2, 6 (2010) Fino, E., Venance, L.: Spike-timing dependent plasticity in the striatum. Froniters Synaptic Neurosci. 2, 6 (2010)
6.
go back to reference Chuhma, N., Tanaka, K.F., Hen, R., Rayport, S.: Functional connectome of the striatal medium spiny neuron. J. Neurosci. 31(4), 1183–1192 (2011)CrossRef Chuhma, N., Tanaka, K.F., Hen, R., Rayport, S.: Functional connectome of the striatal medium spiny neuron. J. Neurosci. 31(4), 1183–1192 (2011)CrossRef
7.
go back to reference Izhikevich, E.M.: Dynamical Systems in Neuroscience. MIT press, Cambridge (2007) Izhikevich, E.M.: Dynamical Systems in Neuroscience. MIT press, Cambridge (2007)
8.
go back to reference Ponzi, A., Wickens, J.: Sequentially switching cell assemblies in random inhibitory networks of spiking neurons in the striatum. J. Neurosci. 30(17), 5894–5911 (2010)CrossRef Ponzi, A., Wickens, J.: Sequentially switching cell assemblies in random inhibitory networks of spiking neurons in the striatum. J. Neurosci. 30(17), 5894–5911 (2010)CrossRef
9.
go back to reference Kleberg, F.I., Fukai, T., Gilson, M.: Excitatory and inhibitory STDP jointly tune feedforward neural circuits to selectively propagate correlated spiking activity. Frontiers Comput. Neurosci. 8, 53 (2014)CrossRef Kleberg, F.I., Fukai, T., Gilson, M.: Excitatory and inhibitory STDP jointly tune feedforward neural circuits to selectively propagate correlated spiking activity. Frontiers Comput. Neurosci. 8, 53 (2014)CrossRef
10.
go back to reference Melamed, O., Gerstner, W., Maass, W., Tsodyks, M., Markram, H.: Coding and learning of behavioral sequences. Trends Neurosci. 27(1), 11–14 (2004)CrossRef Melamed, O., Gerstner, W., Maass, W., Tsodyks, M., Markram, H.: Coding and learning of behavioral sequences. Trends Neurosci. 27(1), 11–14 (2004)CrossRef
Metadata
Title
Learning Modular Sequences in the Striatum
Authors
Giovanni Maffei
Jordi-Ysard Puigbò
Paul F. M. J. Verschure
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-63537-8_52

Premium Partner