Brain computations : what and how
著者
書誌事項
Brain computations : what and how
Oxford University Press, 2021
- : hbk
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注記
Includes bibliographical references (p. [850]-923) and index
内容説明・目次
内容説明
In order to understand how the brain works, it is essential to know what is computed by different brain systems, and how those computations are performed.
Brain Computations: What and How elucidates what is computed in different brain systems and describes current computational approaches and models of how each of these brain systems computes.
This approach has enormous potential for helping us understand ourselves better in health. Potential applications of this understanding are to the treatment of the brain in disease, as well as to artificial intelligence, which will benefit from knowledge of how the brain performs many of its extraordinarily impressive functions.
Pioneering in its approach, Brain Computations: What and How will be of interest to all scientists interested in brain function and how the brain works, whether they are from neuroscience, or from medical sciences including neurology and psychiatry, or from the area of computational science including machine learning and artificial intelligence, or from areas such as theoretical physics.
目次
1: Introduction
2: The ventral visual system
3: The dorsal visual system
4: The taste and flavour system
5: The olfactory system
6: The somatosensory system
7: The auditory system
8: The temporal cortex
9: The hippocampus, memory, and spatial function
10: The parietal cortex, spatial functions, and navigation
11: The orbitofrontal cortex, amygdala, reward value, and emotion
12: The cingulate cortex
13: The motor cortical areas
14: The basal ganglia
15: Cerebellar cortex
16: The prefrontal cortex
17: Language and syntax in the brain
18: Noise in the cortex, stability, psychiatric disease, and aging
19: Computations by different types of brain, and by artificial neural systems
Appendix A: Introduction to linear algebra for neural networks
Appendix B: Neuronal network models
Appendix C: Information theory, and neuronal encoding
Appendix D: Simulation software for neuronal network models, and information analysis of neuronal encoding
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