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研究生: 梁祐銓
論文名稱: 以程式快速並較佳地實現主成份分析進行胞外及胞內紀錄神經訊號之分群
Extracellular and intracellular spike sorting through a fast, improved implementation of principal component analysis (PCA)
指導教授: 葉世榮
Shih-Rung Yeh
口試委員:
學位類別: 碩士
Master
系所名稱: 生命科學暨醫學院 - 分子醫學研究所
Institute of Molecular Medicine
論文出版年: 2007
畢業學年度: 95
語文別: 中文
論文頁數: 30
中文關鍵詞: 神經訊號分群主成份分析
外文關鍵詞: spike sorting, PCA, spike alignment, sampling method
相關次數: 點閱:2下載:0
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  • 為了進行神經訊號的分群,學者們提出許多新的方法或演算法,
    然而主成份分析依舊是最為普遍及廣為採用的工具。在本論文中
    將探討spike alignment以及"sampling" method如何影響基於主
    成份分析之神經訊號分群,而達成以程式快速並較佳地實現主成
    份分析進行胞外及胞內神經訊號之分群。


    Introduction .........................1 Materials & Methods ..................5 Results .............................10 Discussion ..........................15 Figures & Figure Legends ............18 Reference ...........................30

    1.Furukawa S, Middlebrooks JC. Cortical Representation of Auditory Space:Information-Bearing Features of Spike Patterns. Journal of Neurophysiology (2002).

    2.Georgopoulos AP. Neural integration of movement: Role of motor cortex in reaching. The FASEB Journal (1988).

    3.Jensen W & Rousche PJ. Movement Discrimination Based On Rat Primary MotorCortex Responses. Neural Engineering, Conference Proceedings. (2005)

    4.Jung HK, Choi JH, Kim T. Solving alignment problems in neural spike sorting using frequency domain PCA. Neurocomputing (2006).

    5.Larkman A, Stratford K & Jack J. Quantal analysis of excitatory synaptic actionand depression in hippocampal slices. Nature 350, 344 - 347 (1991).

    6.Lee C, Rohrer WH, Sparks DL. Population coding of saccadic eye movements by neurons in the superior colliculus. Nature (1988).

    7.Lewicki MS. A review of methods for spike sorting: the detection and classification of neural action potentials. Comput. Neural Syst. (1998)

    8.Partridge M & Calvo R. Fast Dimensionality Reduction and Simple PCA. Intelligent Data Analysis (1998)

    9.Sakurai Y. How do cell assemblies encode information in the brain? Neurosci. biobehav. rev. 23(6) (1999).

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