計算神經科學
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計算神經科學(Computational neuroscience)為一種跨領域科學,包含神經科學、認知科學、資訊工程、電腦科學、物理學及數學。
這個詞首次出現於1985年,由史瓦茲於加州卡莫市主辦的會議中提出。其後出現的類似名詞包含神经模型、脑理论及神经网络。後來相關的解釋定義皆收錄於麻省理工學院出版(1990)之《計算神經科學》(Computational Neuroscience )一書內。有關此領域的研究最早可追溯自艾倫·勞埃德·霍奇金與安德魯·赫胥黎、大衛·休伯爾與托斯坦·威澤爾,以及大衛·馬爾等人。以及艾倫·勞埃德·霍奇金與安德魯·赫胥黎發明电压钳技术,首次成功的將動作電位數值化。大衛·休伯爾及托斯坦·威澤爾則發現主要視覺皮質區(primary visual cortex),此區負責處理由虹膜傳來的第一手訊息,將接收區與彙整區做出整理(大衛·休伯爾與托斯坦·威澤爾, 1962)。
目录
1 參見
2 参考资料
3 參考文獻
4 外部連結
4.1 相關期刊
4.2 相關軟體
4.3 國際會議
4.4 相關網站
參見
- 联结主义
- 电生理学
- 脑机接口
- 憶阻器
- 神经工程
- 神经信息学
- 意识上传
参考资料
參考文獻
Chklovskii DB. Synaptic connectivity and neuronal morphology: two sides of the same coin. Neuron. 2004, 43 (5): 609–17. PMID 15339643. doi:10.1016/j.neuron.2004.08.012.
Sejnowski, Terrence J.; Churchland, Patricia Smith. The computational brain. Cambridge, Mass: MIT Press. 1992. ISBN 0-262-03188-4.
Abbott, L. F.; Dayan, Peter. Theoretical neuroscience: computational and mathematical modeling of neural systems. Cambridge, Mass: MIT Press. 2001. ISBN 0-262-04199-5.
Hodgkin AL, Huxley AF. A quantitative description of membrane current and its application to conduction and excitation in nerve. J Physiol. (Lond.). 28 August 1952, 117 (4): 500–44. PMC 1392413. PMID 12991237.
William Bialek; Rieke, Fred; David Warland; Rob de Ruyter van Steveninck. Spikes: exploring the neural code. Cambridge, Mass: MIT. 1999. ISBN 0-262-68108-0.
Schutter, Erik de. Computational neuroscience: realistic modeling for experimentalists. Boca Raton: CRC. 2001. ISBN 0-8493-2068-2.
Sejnowski, Terrence J.; Hemmen, J. L. van. 23 problems in systems neuroscience. Oxford [Oxfordshire]: Oxford University Press. 2006. ISBN 0-19-514822-3.
Michael A. Arbib, Shun-ichi Amari, Prudence H. Arbib. The Handbook of Brain Theory and Neural Networks. Cambridge, Massachusetts: The MIT Press. 2002. ISBN 0-262-01197-2.
外部連結
相關期刊
- Network: Computation in Neural Systems
- Biological Cybernetics
- Journal of Computational Neuroscience
- Neural Computation
- Neural Networks
- Neurocomputing
- Cognitive Neurodynamics
相關軟體
Brian, a simulator for spiking neural networks.
Emergent, neural simulation software.
Genesis, a general neural simulation system.
HHsim, a neuronal membrane simulator.
HNeT, Holographic Neural Technology.
MCell, A Monte Carlo Simulator of Cellular Microphysiology.
ModelDB, a large open-access database of program codes of published computational neuroscience models.
NEST, a simulation tool for large neuronal systems.
Neuroconstruct, software for developing biologically realistic 3D neural networks.
Neurofitter, a parameter tuning package for electrophysiological neuron models.
Neurojet[永久失效連結], a neural network simulator specialized for the hippocampus.
NEURON, a neuron simulator also useful to simulate neural networks.
Neurospaces, an efficient neural simulation system that uses software engineering principles from the industry.
Neuroscience related Python tools
- pyNN
PyDSTool[永久失效連結], a simulator and dynamical systems analysis tool with biophysical neuron and network model specification/construction and data analysis toolboxes.
SNNAP, a single neuron and neural network simulator tool.
國際會議
Computational and Systems Neuroscience (COSYNE)– a computational neuroscience meeting with a systems neuroscience focus.
Annual Computational Neuroscience Meeting (CNS)– a yearly computational neuroscience meeting.
Neural Information Processing Systems (NIPS)– a leading annual conference covering other machine learning topics as well.
Computational Cognitive Neuroscience Conference (CCNC)[永久失效連結]– a yearly conference.
International Conference on Cognitive Neurodynamics (ICCN)– a yearly conference.
UK Mathematical Neurosciences Meeting– a new yearly conference, focused on mathematical aspects.
The NeuroComp Conference– a yearly computational neuroscience conference (France)
相關網站
- Perlewitz's computational neuroscience on the web
compneuro.org, books and programs for neural modeling
Encyclopedia of Computational Neuroscience, part of Scholarpedia, an online expert curated encyclopedia on computational neuroscience, dynamical systems and machine intelligence
NeuroWiki[永久失效連結], a wiki discussion forum about neuroscience research, especially systems, theoretical/computational, and cognitive neuroscience
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