Computational Neuroscience (Paperback)
暫譯: 計算神經科學 (平裝本)
Eric L. Schwartz
- 出版商: A Bradford Book
- 出版日期: 1993-08-26
- 售價: $2,080
- 貴賓價: 9.5 折 $1,976
- 語言: 英文
- 頁數: 441
- 裝訂: Paperback
- ISBN: 0262691647
- ISBN-13: 9780262691642
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商品描述
The thirty original contributions in this book provide a working definition of "computational neuroscience" as the area in which problems lie simultaneously within computer science and neuroscience. They review this emerging field in historical and philosophical overviews and in stimulating summaries of recent results. Leading researchers address the structure of the brain and the computational problems associated with describing and understanding this structure at the synaptic, neural, map, and system levels.The overview chapters discuss the early days of the field, provide a philosophical analysis of the problems associated with confusion between brain metaphor and brain theory, and take up the scope and structure of computational neuroscience.Synaptic-level structure is addressed in chapters that relate the properties of dendritic branches, spines, and synapses to the biophysics of computation and provide a connection between real neuron architectures and neural network simulations.The network-level chapters take up the preattentive perception of 3-D forms, oscillation in neural networks, the neurobiological significance of new learning models, and the analysis of neural assemblies and local learning rides.Map-level structure is explored in chapters on the bat echolocation system, cat orientation maps, primate stereo vision cortical cognitive maps, dynamic remapping in primate visual cortex, and computer-aided reconstruction of topographic and columnar maps in primates.The system-level chapters focus on the oculomotor system VLSI models of early vision, schemas for high-level vision, goal-directed movements, modular learning, effects of applied electric current fields on cortical neural activity neuropsychological studies of brain and mind, and an information-theoretic view of analog representation in striate cortex.Eric L. Schwartz is Professor of Brain Research and Research Professor of Computer Science, Courant Institute of Mathematical Sciences, New York University Medical Center. Computational Neuroscience is included in the System Development Foundation Benchmark Series.
商品描述(中文翻譯)
這本書中的三十篇原創貢獻提供了「計算神經科學」的工作定義,該領域的問題同時存在於計算機科學和神經科學之中。書中回顧了這一新興領域的歷史和哲學概述,以及對近期成果的激勵性總結。領先的研究者探討了大腦的結構以及與描述和理解這一結構相關的計算問題,這些問題涵蓋了突觸、神經、地圖和系統層級。
概述章節討論了該領域的早期發展,提供了與大腦隱喻和大腦理論之間混淆相關問題的哲學分析,並探討了計算神經科學的範疇和結構。突觸層級的結構在幾個章節中被討論,這些章節將樹突分支、脊突和突觸的特性與計算的生物物理學聯繫起來,並提供了真實神經元架構與神經網絡模擬之間的聯繫。
網絡層級的章節探討了對三維形狀的前注意知覺、神經網絡中的振盪、新學習模型的神經生物學意義,以及神經集合和局部學習的分析。地圖層級的結構在幾個章節中被探索,這些章節涉及蝙蝠的回聲定位系統、貓的方向地圖、靈長類動物的立體視覺皮層認知地圖、靈長類視覺皮層中的動態重映射,以及靈長類動物的地形和柱狀地圖的計算機輔助重建。
系統層級的章節專注於眼動系統的早期視覺VLSI模型、高級視覺的模式、目標導向運動、模塊化學習、施加電流場對皮層神經活動的影響、腦與心的神經心理學研究,以及在條紋皮層中類比表示的信息理論觀點。埃里克·L·施瓦茨(Eric L. Schwartz)是紐約大學醫學中心數學科學庫朗研究所的腦研究教授和計算機科學研究教授。《計算神經科學》被納入系統開發基金會基準系列。