Scott等大神的33篇ICA独立成分分析论文汇总

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Rose小哥今天分享一些Scott Makeig, Tzyy-Ping Jung等大神在ICA算法原理以及ICA应用的一些研究成果(文末有论文汇总下载地址)。

关于ICA前面介绍过《ICA独立成分分析去除EEG伪影》。

Scott Makeig博士简介

任职于斯沃茨计算神经科学中心（SCCN）

Scott领导着加州大学圣地亚哥分校神经计算研究所(Institute for Neural Computation, UCSD)的斯沃茨计算神经科学中心(Swartz Center for Computational Neuroscience)。他与临床研究人员合作，将基于功能性EEG的影像学的进展应用到医学研究和临床实践中，并希望通过音乐和手势来扩大情感交流的研究范围，并指导一项新的加州大学多校区计划， UC MERCI（UC“音乐体验研究社区倡议”）汇集并促进关于音乐，思想，大脑和身体的研究。

Scott教授的主要研究兴趣是通过高维EEG，MEG和其他成像方式（包括同步眼动跟踪和身体动作捕获）捕获的与人类认知事件相关的大脑动力学的分析和建模，该方法被我称为移动大脑/身体成像（ MoBI）。

Scott和同事们开创的脑成像分析方法包括时频分析，独立成分分析（ICA）以及神经网络和机器学习方法。他与Mark Inlow，Tzyy-Ping Jung等人一起研究了在持续监视任务期间伴随着警觉失误而产生的性能和电生理动力学，并利用这项研究的结果设计了实时警觉监视系统。神经人机界面技术的新兴领域。

Scott是MATLAB中广泛使用的EEGLAB信号处理环境的发起者。

当前的项目包括MoBI（EEG +身体动作捕捉）和情感，社会神经科学，奖励，音乐经验和洞察力的EEG相关，以及先进的EEG源定位和成像方法开发。

介绍

  1. Bartlett M, Makeig S, Bell AJ, Jung T-P, Sejnowski TJ, "Independent Component Analysis of EEG Data", Society for Neuroscience Abstracts, 21:437, 1995.

  2. Makeig S, Jung T-P, Ghahremani D, Bell A, Sejnowski TJ, "What (Not Where) are the Sources of the EEG?", , Proc. The 18th Annual Meeting of The Cognitive Science Society 802. 1996.

  3. Makeig S, Anllo-Vento L, Jung T-P, Bell AJ, Sejnowski TJ, Hillyard SA "Independent Component Analysis of event-related potentials during selective attention", Society for Neuroscience Abstracts, 22:1698, 1996.

  4. Makeig S, Jung T-P, Bell AJ, Ghahremani D, and Sejnowski TJ, "Blind separation of event-related brain response components", Society for Psychophysiological Research, Abstract, Oct. 1996.

  5. Makeig S, Anllo-Vento L, Jung T-P, Bell AJ, Sejnowski TJ, and Hillyard SA, " Independent component analysis of event-related potentials during a selective attention task.", Society for Psychophysiological Research, Abstract, Oct. 1996.

  6. McKeown MJ, Makeig S, Jung T-P, Brown GG, Kindermann SS, and Sejnowski TJ, "Analysis of fMRI Data by Decomposition into Independent Components", American Academy of Neurology Abstract, 48, A417, 1997.

  7. McKeown MJ, Makeig S, Jung T-P, Brown GG, Kindermann SS, and Sejnowski TJ, "Functional Magnetic Resonance Imaging Data Interpreted As Spatially Independent Mixtures'', Proc. 4th Joint Symposium on Neural Computation, May 1997.

  8. Makeig S, Jung T-P , Lee T-W, and Sejnowski TJ, "Independent Component Analysis of Steady-state Responses", The Annual Meeting of Society for Psychophysiological Research, Oct. 1997.

  9. McKeown MJ, Makeig S, Jung T-P, Brown GG, Kindermann SS, and Sejnowski TJ, "Finding the Time Courses of Spatially Independent Activations in fMRI Data during STROOP and Control Tasks", Society for Neuroscience Abstracts, Oct. 1997.

  10. Makeig S, Jung T-P, and Sejnowski TJ, "Independent Component Analysis of Single-trial Event-related Potentials", Society for Neuroscience Abstracts, Oct. 1997.

  11. Jung T-P, Makeig S, and Sejnowski TJ, "Identifying and Visualizing Independent Components in Artifact-Free Single-trial Event-Related Potentials", Society for Neuroscience Abstracts, Oct. 1998.

  12. Makeig S, Jung T-P and Sejnowski TJ , "Multiple Coherent Oscillatory Components of the Human Electroencephalogram (EEG) Differently Modulated by Cognitive Events'', Society for Neuroscience Abstracts , Oct. 1998.

  13. Jung T-P, Makeig S, Townsend J, Westerfield W, Hicks B, Courchesne E,and Sejnowski TJ, "Single-trial ERPs durinf Continuous fMRI Scanning", Society for Neuroscience Abstracts , Oct. 1999.

  14. Makeig S, Townsend J, Jung T-P, Enghoff A, Gibson C, and Sejnowski TJ, "Early Visual Evoked Response Peaks Appear to be Sums of Activity in Multiple Alpha Sources", Society for Neuroscience Abstracts , Oct. 1999.

  15. Makeig S, Jung T-P and Sejnowski TJ, "Indepednent Components of event-related brain dynamics", Society for Psychophysiology Research Abstracts , Sep. 1999.

  16. Edwards E, Townsend J, Westerfield M, Makeig S, Jung T-P, "Cortical lesions affect the late positive potential during visual-spatial attention" Cognitive Neuroscience Society Abstracts, p.90, April 2000.

  17. Makeig S, Enghoff S, Jung T-P, and Sejnowski TJ, "Independent Components of Event-related Electroencephalographic Data", Cognitive Neuroscience Society Abstracts, p.93, April 2000.

  18. Jeng-Ren Duann, T.P. Jung, W.J. Kuo, T.C. Yeh, S. Makeig, J.C. Hsieh, T.J. Sejnowski. Measuring variability of hemodynamics responses in event-related BOLD data using ICA. The 8th Joint Symposium on Neural Computation, The Salk Institute, La Jolla CA, May 19, 2001

  19. Marissa Westerfield , Scott Makeig, T-P. Jung, T. J. Sejnowski, Independent Component Analysis reveals the spatial sources of the visual P300. The 8th Joint Symposium on Neural Computation, Institute for Neural Computation Symposium, The Salk Institute, La Jolla CA, May 19, 2001.

  20. Scott Makeig, Tzyy-Ping Jung, Marissa Westerfield and Terrence J. Sejnowski, Imaging event-related brain dynamics, Human Brain Mapping 2001, Brighton, England, June 10-14, 2001.

  21. Makeig S, Bell AJ, Jung T-P, and Sejnowski TJ, "Independent component analysis of Electroencephalographic data." Advances in Neural Information Processing Systems 8, 145-151,1996.

  22. Ghahremani D, Makeig S, Jung T-P, Bell AJ, Sejnowski TJ, "Independent component analysis of simulated EEG using a three-shell spherical head model", Tech Rep. INC-9601, Institute for Neural Computation, University of California, San Diego, May 1996.

  23. Makeig S, Jung T-P, Ghahremani D and Sejnowski TJ, Independent Component Analysis of Simulated ERP Data, Tech Rep. INC-9606, Institute for Neural Computation, University of California, San Diego, 1996.

  24. Jung T-P, Makeig S, Bell AJ, and Sejnowski TJ, "Independent Component Analysis of Electroencephalographic and Event-related Data." In: (Poon P. and Brugge J, ed) Auditory Processing and Neural Modeling , 189-197, 1998.

  25. Makeig S, Jung T-P, Bell AJ, and Sejnowski TJ, "Blind Separation of Auditory Event-related Brain Responses into Independent Components," Proc. of National Academy of Sciences, 94:10979-84, 1997.

  26. McKeown MJ, Jung T-P, Makeig S, Brown GG, Kindermann G, Lee T-W, and Sejnowski TJ, "Spatially Independent Activity Patterns in Functional Magnetic Resonance Imaging Data During the Stroop Color-naming Task," Proc. of National Academy of Sciences, 95:803-10, 1998.

  27. Jung T-P, Humphries C, Lee TW, Makeig S, McKeown MJ, Iragui V, and Sejnowski TJ, "Extended ICA Removes Artifacts from Electroencephalographic Recordings", Advances in Neural Information Processing Systems 10:894-900, 1998

  28. McKeown MJ, Makeig S, Brown GG, Jung T-P, Kindermann SS, and Sejnowski TJ, "Analysis of fMRI by Blind Separation into Independent Spatial Components", Human Brain Mapping, 6(3):160-88, 1998.

  29. Jung T-P, Humphries C, Lee TW, Makeig S, McKeown MJ, Iragui V, and Sejnowski TJ, "Removing Electroencephalographic Artifacts : Comparison between ICA and PCA", In: Neural Networks for Signal Processing VIII, 63-72.

  30. Jung T-P, Makeig S, Westerfield M, Townsend J, Courchesne E, and Sejnowski TJ, "Independent Component Analysis of Single-trial Evenet-related Potentials," Int'l Workshop on Indeppendent Component Analysis and Signal Separation, 173-178, 1999.

  31. Jung T-P, Makeig S, Westerfield M, Townsend J, Courchesne E, and Sejnowski TJ, "Analyzing and Visualizing Single-trial Event-related Potentials," Advances in Neural Information Processing Systems, 11:118-24, 1999.

  32. Makeig S, Westerfield M, Jung T-P, Covington J, Townsend J, Sejnowski TJ, and Courchesne E, "Functionally Independent Components of the Late Positive Event-Related Potential during Visual Spatial Attention," J. Neuroscience, 19: 2665-80, 1999.

  33. Makeig S, Westerfield M, Townsend J, Jung T-P, Courchesne E and Sejnowski TJ, "Functionally Independent Components of Early Event-Related Potentials in a Visual Spatial Attention Task," Philosophical Transactions: Biological Sciences, 354: 1135-44, 1999.

  34. Jung T-P, Humphries C , Lee TW, McKeown MJ, Iragui V, Makeig S, and Sejnowski TJ, "Removing Electroencephalographic Artifacts from by Blind Source Separation," Psychophysiology, 37: 163-78, 2000.

  35. Makeig S, Enghoff S, Jung T-P, and Sejnowski TJ, "A Natural Basis for Efficient Brain-Actuated Control", IEEE Trans Rehab Eng, 8:208-11, 2000.

  36. Makeig S, Enghoff S, Jung T-P, and Sejnowski TJ, "Moving-window ICA Decomposition of EEG Data Reveals Event-related Changes in Oscillatory Brain Activity," The 2nd Int'l Workshop on Indeppendent Component Analysis and Signal Separation, 627-32, 2000.

  37. Jung T-P, Makeig S, Lee T-W, McKeown M.J., Brown G., Bell, A.J. and Sejnowski TJ, "Independent Component Analysis of Biomedical Signals," The 2nd Int'l Workshop on Indeppendent Component Analysis and Signal Separation, 633-44, 2000.

  38. Jung T-P, Makeig S, Westerfield W, Townsend J, Courchesne E, and Sejnowski TJ, "Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects", Clinical Neurophysiology, 111(10):1745-58, 2000.

  39. Makeig S, Jung T-P, Ghahremani D and Sejnowski TJ, "Independent component analysis of simulated ERP data", In: Human Higher Function I: Advanced Methodologies," Ed. T. Nakada, 2001.

  40. Townsend, J., Westerfield, M., Leaver, E., Makeig, S., Jung, T-P, Pierce, K., Courchesne, Abnormalities of topography and composition of ERP response in autis during spatial attention, Cognitive Brain Research, 11(1), 127-145, 2001.

  41. Jung T-P, Makeig S, McKeown M.J., Bell, A.J. , Lee T-W, and Sejnowski TJ, Imaging Brain Dynamics Using Independent Component Analysis, Proceedings of the IEEE, 89(7):1107-22, 2001.

  42. Jung T-P, Makeig S, Westerfield W, Townsend J, Courchesne E, and Sejnowski TJ, Analysis and visualization of single-trial event-related potentials, Human Brain Mapping, 14(3):166-85, 2001.

  43. Makeig S, Westerfield M, Jung T-P, Enghoff S, Townsend J, Courchesne E, Sejnowski TJ. Dynamic brain sources of visual evoked responses. Science, 295:690-4, Jan. 25, 2002.

  44. Duann J-R, Jung T-P, Kuo W-J, Yeh T-C, Makeig S, Hsieh J-C and Sejnowski TJ, Single-trial Variability in Event-related BOLD Signals, Neuroimage, 15:823-35, 2002.

  45. Westerfield M, Townsend J, Jung T-P, Courchesne E, "The Endogenous ERP is Reduced Cerebellar Damage, Especially Over Frontal Cortex," submitted.

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