Computational Neuroscience Models of the Basal Ganglia
The book is a compendium of the aforementioned subclass of models of Basal Ganglia, which presents some the key existent theories of Basal Ganglia function. The book presents computational models of basal ganglia-related disorders, including Parkinson’s disease, schizophrenia, and addiction. Importa...
| Main Authors: | , |
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| Format: | eBook |
| Language: | English |
| Published: |
Singapore
Springer Nature Singapore
2018, 2018
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| Edition: | 1st ed. 2018 |
| Series: | Cognitive Science and Technology
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Part 1: Modeling Basal Ganglia
- Introduction
- Basal Ganglia neurobiology
- Functions of Basal Ganglia
- Computational approaches to Basal Ganglia
- Principles of Reinforcement Learning
- The Basal ganglia as an Exploration Engine
- Spiking neuron and biophysical network models of BG with GEN dynamics
- Part 2: Modeling the Functions of Basal Ganglia
- A model of the role of basal ganglia in reaching movements
- A model of the role of basal ganglia in precision grip performance
- A model of the role of basal ganglia in spatial navigation
- A model of the role of basal ganglia in saccade generation
- A model of the role of basal ganglia in gait control
- A model of the role of basal ganglia in working memory
- A model of the role of basal ganglia in action selection
- Part 3: Modeling the action of Neuromodulators in Basal Ganglia
- A model of interaction between dopamine and serotonin in risk-based decision making
- Modeling the joint roles of dopamine andacetylcholine in the striatum
- Modeling the role of norepinephrine in exploratory behaviour
- Part 4: Applications
- Modeling the effects of Deep Brain Stimulation Parkinsonian motor and cognitive symptoms
- Modeling the effects of L-Dopa and dopamine agonists on Parkinsonian motor symptoms
- Modeling the role of the basal ganglia in schizophrenia
- Modeling the role of the basal ganglia in addiction