研究生: |
林育賢 Lin, Yu-Sian |
---|---|
論文名稱: |
神經網際計算機器的集群神經元活躍能階分佈 Firing energy levels of ensembles of neurons in interneural computing machines |
指導教授: |
施茂祥
Shih, Mau-Hsiang |
學位類別: |
碩士 Master |
系所名稱: |
數學系 Department of Mathematics |
論文出版年: | 2013 |
畢業學年度: | 101 |
語文別: | 中文 |
論文頁數: | 17 |
中文關鍵詞: | 非線性動力學 、機器學習 、族群動態 |
英文關鍵詞: | nonlinear dynamics, machine learning, population dynamics |
論文種類: | 學術論文 |
相關次數: | 點閱:145 下載:8 |
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施茂祥博士跟蔡豐聲博士於2013年在 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 提出神經網際計算機器的模型。在這篇論文的基礎之下,我們研究其神經網際計算機器的性質,改變其中刺激輸入的強弱、單一神經元影響其他神經元之連結數、以及影響神經元有序性的機率,觀察集群神經元之活躍能階的改變,並探討在何種條件下集群神經元會產生活躍能階的不穩定態。
In 2013, Mau-Hsiang Shih and Feng-Sheng Tsai in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS proposed Interneural Computing Machines. Base on Shih and Tasi's paper, we shall study the extent of stimulus input pattern, the linkages that neuron affects other neurons, the probability that controls the order of the linkage of neurons within the model,and shall see how the firing energy levels of ensembles of neurons change and find out under what conditions the unstable state of firing energy levels of ensembles of neurons occurs.
[1]M.-H. Shih and F.-S. Tsai, 2012, Decirculation process in neural network dynamics, IEEE Trans. Neural Netw. Learn. Syst., 23, 1677–1689.
[2]M.-H. Shih and F.-S. Tsai, 2013, Operator control of interneural computing machines, IEEE Trans. Neural Netw. Learn. Syst., in press.