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Spatial Functional Models for Event-Related Potential Data, with Application to Smoking Cessation Study

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  • معلومة اضافية
    • بيانات النشر:
      Banff International Research Station for Mathematical Innovation and Discovery
    • الموضوع:
      2016
    • Collection:
      University of British Columbia: cIRcle - UBC's Information Repository
    • الموضوع:
    • نبذة مختصرة :
      In this talk, I will describe a set of spatial functional regression modeling strategies for modeling event-related potential data. These strategies attempt to flexibly account for their complex spatio-temporal structure while relating the ERPs to covariates while providing rigorous multiplicity-adjusted inference and scaling up to large studies. Various model comparison measures are introduced and described to assess which models best fit the data, and the methods are applied to a smoking cessation study to assess neurological response to different types of visual stimuli. These methods are also applicable to other types of neuroimaging data. ; Non UBC ; Unreviewed ; Author affiliation: The University of Texas M.D. Anderson Cancer Center ; Faculty
    • File Description:
      30 minutes; video/mp4
    • Relation:
      16w5036: Mathematical and Statistical Challenges in Neuroimaging Data Analysis; BIRS Workshop Lecture Videos (Banff, Alta); BIRS-VIDEO-201602030947-Morris; BIRS-VIDEO-16w5036-15987; http://hdl.handle.net/2429/58683
    • الدخول الالكتروني :
      http://hdl.handle.net/2429/58683
    • Rights:
      Attribution-NonCommercial-NoDerivatives 4.0 International ; http://creativecommons.org/licenses/by-nc-nd/4.0/
    • الرقم المعرف:
      edsbas.59E500D