• DocumentCode
    676264
  • Title

    Brain topographic mapping of emotions using computational cerebellum

  • Author

    Yaacob, Hamwira ; Kamaruddin, Norhaslinda ; Abdul, Wahab

  • Author_Institution
    Kulliyyah of Inf. & Commun. Technol., Int. Islamic Univ. Malaysia, Kuala Lumpur, Malaysia
  • fYear
    2013
  • fDate
    7-9 Nov. 2013
  • Firstpage
    28
  • Lastpage
    31
  • Abstract
    The advancement of neuroimaging technologies actuated many researches to further understand the neurophysiology of the cognitive events, including emotional elicitations. Several neuroimaging techniques including Electroencephalography (EEG) have been employed to capture and visualize the underlying dynamics of emotional neurophysiology. However, the existing EEG techniques are complex and require specific assumptions. Hence, in this project, a self-organized topographic brain mapping model is proposed to automate the process of the dynamic visualization of brain activation during a specific emotional experiences. Such approach employs Cerebellar Model Articulation Controller (CMAC) machine learning algorithm to interpolate and visualize the distribution of activated region during cognitive activities as captured at the scalp. Experimental results show that CMAC can be an alternative approach to construct topographic brain maps for EEG inputs. It is envisaged the proposed approach will be used in the near future to provide explicit interpretations of emotional dynamic that can be used by medical practitioners, psychologists and general users.
  • Keywords
    cerebellar model arithmetic computers; cognition; electroencephalography; learning (artificial intelligence); medical image processing; neurophysiology; CMAC machine learning algorithm; EEG; brain activation; brain topographic mapping; cerebellar model articulation controller machine learning algorithm; cognitive events; computational cerebellum; dynamic visualization; electroencephalography; emotional elicitations; emotional experiences; emotional neurophysiology; emotions; neuroimaging technologies; self-organized topographic brain mapping model; topographic brain maps; Decision support systems; Cerebellar Model Articulation Controller (CMAC); Electroencephalography (EEG); emotion; topographic mapping;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronics, Computer and Computation (ICECCO), 2013 International Conference on
  • Conference_Location
    Ankara
  • Type

    conf

  • DOI
    10.1109/ICECCO.2013.6718220
  • Filename
    6718220