計算神經科學









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,由史瓦茲英语Eric L. Schwartz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英语Voltage clamp,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英语Emergent (software), 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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